FileBase DT1_rLS_20150724_1800um ElecNo 8 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 441119 data points of dimension 10. Starting from 20 clusters... --- Clustering full data set of 441119 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23544 members Mstep: Class 2 contains 23054 members Mstep: Class 3 contains 23288 members Mstep: Class 4 contains 23016 members Mstep: Class 5 contains 23384 members Mstep: Class 6 contains 23533 members Mstep: Class 7 contains 23306 members Mstep: Class 8 contains 23224 members Mstep: Class 9 contains 23071 members Mstep: Class 10 contains 23227 members Mstep: Class 11 contains 23156 members Mstep: Class 12 contains 23066 members Mstep: Class 13 contains 22949 members Mstep: Class 14 contains 23023 members Mstep: Class 15 contains 23102 members Mstep: Class 16 contains 23133 members Mstep: Class 17 contains 23400 members Mstep: Class 18 contains 23408 members Mstep: Class 19 contains 23235 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 14.814079 but Gain 428.903320 Score: -15031622.000000 Penalty: 7720.259766 Iteration 0F: 19 clusters Score -1.503162e+07 nChanged 417769 Entering Unmasked Mstep Mstep: Class 0 contains 1693 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 10933 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 104970 members Mstep: Class 5 contains 19053 members Mstep: Class 6 contains 181717 members Mstep: Class 7 contains 10139 members Mstep: Class 8 contains 957 members Mstep: Class 9 contains 30252 members Mstep: Class 11 contains 751 members Mstep: Class 12 contains 9635 members Mstep: Class 13 contains 9795 members Mstep: Class 14 contains 14996 members Mstep: Class 15 contains 8449 members Mstep: Class 16 contains 6245 members Mstep: Class 17 contains 14402 members Mstep: Class 18 contains 7517 members Mstep: Class 19 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -17034852.000000 Penalty: 7720.259766 Iteration 1F: 19 clusters Score -1.703485e+07 nChanged 140757 Entering Unmasked Mstep Mstep: Class 0 contains 905 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 8064 members Mstep: Class 3 contains 2240 members Mstep: Class 4 contains 121045 members Mstep: Class 5 contains 46670 members Mstep: Class 6 contains 156947 members Mstep: Class 7 contains 16171 members Mstep: Class 8 contains 1461 members Mstep: Class 9 contains 18041 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 7325 members Mstep: Class 13 contains 6060 members Mstep: Class 14 contains 8893 members Mstep: Class 15 contains 20830 members Mstep: Class 16 contains 10424 members Mstep: Class 17 contains 5274 members Mstep: Class 18 contains 7089 members Mstep: Class 19 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -17587846.000000 Penalty: 7720.259766 Iteration 2F: 19 clusters Score -1.758785e+07 nChanged 125898 Entering Unmasked Mstep Mstep: Class 0 contains 740 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4385 members Mstep: Class 3 contains 2510 members Mstep: Class 4 contains 148157 members Mstep: Class 5 contains 85575 members Mstep: Class 6 contains 91624 members Mstep: Class 7 contains 21609 members Mstep: Class 8 contains 2076 members Mstep: Class 9 contains 13842 members Mstep: Class 11 contains 529 members Mstep: Class 12 contains 6073 members Mstep: Class 13 contains 4408 members Mstep: Class 14 contains 3933 members Mstep: Class 15 contains 32648 members Mstep: Class 16 contains 10320 members Mstep: Class 17 contains 2007 members Mstep: Class 18 contains 8162 members Mstep: Class 19 contains 1256 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 389.759033 but Gain 428.903320 Score: -17850796.000000 Penalty: 7291.356445 Iteration 3F: 18 clusters Score -1.78508e+07 nChanged 67608 Entering Unmasked Mstep Mstep: Class 0 contains 605 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3891 members Mstep: Class 3 contains 3656 members Mstep: Class 4 contains 152754 members Mstep: Class 5 contains 98804 members Mstep: Class 6 contains 63985 members Mstep: Class 7 contains 26517 members Mstep: Class 8 contains 2099 members Mstep: Class 9 contains 14254 members Mstep: Class 12 contains 4870 members Mstep: Class 13 contains 3255 members Mstep: Class 14 contains 3342 members Mstep: Class 15 contains 39162 members Mstep: Class 16 contains 10354 members Mstep: Class 17 contains 950 members Mstep: Class 18 contains 9537 members Mstep: Class 19 contains 1855 members Entering Unmasked Estep ConsiderDeletion Score: -17977390.000000 Penalty: 7291.356445 Iteration 4F: 18 clusters Score -1.797739e+07 nChanged 44555 Entering Unmasked Mstep Mstep: Class 0 contains 415 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 5550 members Mstep: Class 3 contains 4988 members Mstep: Class 4 contains 140790 members Mstep: Class 5 contains 102527 members Mstep: Class 6 contains 58476 members Mstep: Class 7 contains 30806 members Mstep: Class 8 contains 2004 members Mstep: Class 9 contains 17780 members Mstep: Class 12 contains 3654 members Mstep: Class 13 contains 2444 members Mstep: Class 14 contains 4217 members Mstep: Class 15 contains 41796 members Mstep: Class 16 contains 11070 members Mstep: Class 17 contains 620 members Mstep: Class 18 contains 10717 members Mstep: Class 19 contains 2211 members Entering Unmasked Estep ConsiderDeletion Score: -18049192.000000 Penalty: 7291.356445 Iteration 5F: 18 clusters Score -1.804919e+07 nChanged 38220 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 7053 members Mstep: Class 3 contains 6049 members Mstep: Class 4 contains 124219 members Mstep: Class 5 contains 103274 members Mstep: Class 6 contains 60302 members Mstep: Class 7 contains 33287 members Mstep: Class 8 contains 2133 members Mstep: Class 9 contains 23509 members Mstep: Class 12 contains 2896 members Mstep: Class 13 contains 1990 members Mstep: Class 14 contains 6413 members Mstep: Class 15 contains 41586 members Mstep: Class 16 contains 12364 members Mstep: Class 17 contains 550 members Mstep: Class 18 contains 12016 members Mstep: Class 19 contains 2438 members Entering Unmasked Estep ConsiderDeletion Score: -18109950.000000 Penalty: 7291.356445 Iteration 6F: 18 clusters Score -1.810995e+07 nChanged 33454 Entering Unmasked Mstep Mstep: Class 0 contains 128 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 8534 members Mstep: Class 3 contains 7057 members Mstep: Class 4 contains 108651 members Mstep: Class 5 contains 102428 members Mstep: Class 6 contains 64166 members Mstep: Class 7 contains 33781 members Mstep: Class 8 contains 2340 members Mstep: Class 9 contains 28973 members Mstep: Class 12 contains 2266 members Mstep: Class 13 contains 1786 members Mstep: Class 14 contains 10081 members Mstep: Class 15 contains 40550 members Mstep: Class 16 contains 13330 members Mstep: Class 17 contains 701 members Mstep: Class 18 contains 12943 members Mstep: Class 19 contains 2642 members Entering Unmasked Estep ConsiderDeletion Score: -18171484.000000 Penalty: 7291.356445 Iteration 7F: 18 clusters Score -1.817148e+07 nChanged 27685 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 9785 members Mstep: Class 3 contains 7705 members Mstep: Class 4 contains 97617 members Mstep: Class 5 contains 100696 members Mstep: Class 6 contains 66556 members Mstep: Class 7 contains 31906 members Mstep: Class 8 contains 2582 members Mstep: Class 9 contains 32608 members Mstep: Class 12 contains 1948 members Mstep: Class 13 contains 1727 members Mstep: Class 14 contains 13242 members Mstep: Class 15 contains 42619 members Mstep: Class 16 contains 13670 members Mstep: Class 17 contains 1093 members Mstep: Class 18 contains 13257 members Mstep: Class 19 contains 2918 members Entering Unmasked Estep ConsiderDeletion Score: -18220870.000000 Penalty: 7291.356445 Iteration 8F: 18 clusters Score -1.822087e+07 nChanged 22100 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 10920 members Mstep: Class 3 contains 8098 members Mstep: Class 4 contains 93191 members Mstep: Class 5 contains 98703 members Mstep: Class 6 contains 64468 members Mstep: Class 7 contains 28833 members Mstep: Class 8 contains 2780 members Mstep: Class 9 contains 34617 members Mstep: Class 12 contains 1803 members Mstep: Class 13 contains 1719 members Mstep: Class 14 contains 17375 members Mstep: Class 15 contains 45034 members Mstep: Class 16 contains 13928 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 13446 members Mstep: Class 19 contains 3048 members Entering Unmasked Estep ConsiderDeletion Score: -18245668.000000 Penalty: 7291.356445 Iteration 9F: 18 clusters Score -1.824567e+07 nChanged 20865 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 11891 members Mstep: Class 3 contains 8361 members Mstep: Class 4 contains 89151 members Mstep: Class 5 contains 96772 members Mstep: Class 6 contains 61749 members Mstep: Class 7 contains 25394 members Mstep: Class 8 contains 2990 members Mstep: Class 9 contains 36326 members Mstep: Class 12 contains 1742 members Mstep: Class 13 contains 1758 members Mstep: Class 14 contains 23252 members Mstep: Class 15 contains 46823 members Mstep: Class 16 contains 13930 members Mstep: Class 17 contains 2227 members Mstep: Class 18 contains 13909 members Mstep: Class 19 contains 3001 members Entering Unmasked Estep ConsiderDeletion Score: -18266486.000000 Penalty: 7291.356445 Iteration 10Q: 18 clusters Score -1.826649e+07 nChanged 19147 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 12819 members Mstep: Class 3 contains 8629 members Mstep: Class 4 contains 84877 members Mstep: Class 5 contains 95109 members Mstep: Class 6 contains 59341 members Mstep: Class 7 contains 22061 members Mstep: Class 8 contains 3197 members Mstep: Class 9 contains 37887 members Mstep: Class 12 contains 1743 members Mstep: Class 13 contains 1821 members Mstep: Class 14 contains 29384 members Mstep: Class 15 contains 48407 members Mstep: Class 16 contains 13809 members Mstep: Class 17 contains 2704 members Mstep: Class 18 contains 14232 members Mstep: Class 19 contains 2907 members Entering Unmasked Estep ConsiderDeletion Score: -18283872.000000 Penalty: 7291.356445 Iteration 11Q: 18 clusters Score -1.828387e+07 nChanged 15973 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 13725 members Mstep: Class 3 contains 8999 members Mstep: Class 4 contains 81067 members Mstep: Class 5 contains 93671 members Mstep: Class 6 contains 57631 members Mstep: Class 7 contains 19342 members Mstep: Class 8 contains 3397 members Mstep: Class 9 contains 39164 members Mstep: Class 12 contains 1768 members Mstep: Class 13 contains 1880 members Mstep: Class 14 contains 34276 members Mstep: Class 15 contains 49813 members Mstep: Class 16 contains 13627 members Mstep: Class 17 contains 3167 members Mstep: Class 18 contains 14149 members Mstep: Class 19 contains 2865 members Entering Unmasked Estep ConsiderDeletion Score: -18294262.000000 Penalty: 7291.356445 Iteration 12Q: 18 clusters Score -1.829426e+07 nChanged 12617 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 14617 members Mstep: Class 3 contains 9436 members Mstep: Class 4 contains 78265 members Mstep: Class 5 contains 92411 members Mstep: Class 6 contains 55844 members Mstep: Class 7 contains 17261 members Mstep: Class 8 contains 3600 members Mstep: Class 9 contains 40210 members Mstep: Class 12 contains 1790 members Mstep: Class 13 contains 1939 members Mstep: Class 14 contains 37773 members Mstep: Class 15 contains 51002 members Mstep: Class 16 contains 13441 members Mstep: Class 17 contains 3566 members Mstep: Class 18 contains 14075 members Mstep: Class 19 contains 2899 members Entering Unmasked Estep ConsiderDeletion Score: -18299960.000000 Penalty: 7291.356445 Iteration 13Q: 18 clusters Score -1.829996e+07 nChanged 10533 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 15437 members Mstep: Class 3 contains 9759 members Mstep: Class 4 contains 76097 members Mstep: Class 5 contains 91181 members Mstep: Class 6 contains 53676 members Mstep: Class 7 contains 15621 members Mstep: Class 8 contains 3782 members Mstep: Class 9 contains 41168 members Mstep: Class 12 contains 1819 members Mstep: Class 13 contains 2029 members Mstep: Class 14 contains 40748 members Mstep: Class 15 contains 52086 members Mstep: Class 16 contains 13207 members Mstep: Class 17 contains 3962 members Mstep: Class 18 contains 14198 members Mstep: Class 19 contains 2938 members Entering Unmasked Estep ConsiderDeletion Score: -18304560.000000 Penalty: 7291.356445 Iteration 14Q: 18 clusters Score -1.830456e+07 nChanged 9206 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 16171 members Mstep: Class 3 contains 9981 members Mstep: Class 4 contains 74384 members Mstep: Class 5 contains 89981 members Mstep: Class 6 contains 51260 members Mstep: Class 7 contains 14374 members Mstep: Class 8 contains 3965 members Mstep: Class 9 contains 42117 members Mstep: Class 12 contains 1836 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 43402 members Mstep: Class 15 contains 52979 members Mstep: Class 16 contains 12948 members Mstep: Class 17 contains 4303 members Mstep: Class 18 contains 14418 members Mstep: Class 19 contains 2983 members Entering Unmasked Estep ConsiderDeletion Score: -18308712.000000 Penalty: 7291.356445 Iteration 15Q: 18 clusters Score -1.830871e+07 nChanged 8196 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 16866 members Mstep: Class 3 contains 10204 members Mstep: Class 4 contains 73046 members Mstep: Class 5 contains 88870 members Mstep: Class 6 contains 48936 members Mstep: Class 7 contains 13473 members Mstep: Class 8 contains 4123 members Mstep: Class 9 contains 42983 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2213 members Mstep: Class 14 contains 45528 members Mstep: Class 15 contains 53720 members Mstep: Class 16 contains 12697 members Mstep: Class 17 contains 4543 members Mstep: Class 18 contains 14649 members Mstep: Class 19 contains 3010 members Entering Unmasked Estep ConsiderDeletion Score: -18312162.000000 Penalty: 7291.356445 Iteration 16Q: 18 clusters Score -1.831216e+07 nChanged 7551 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 17574 members Mstep: Class 3 contains 10431 members Mstep: Class 4 contains 72018 members Mstep: Class 5 contains 87844 members Mstep: Class 6 contains 46669 members Mstep: Class 7 contains 12817 members Mstep: Class 8 contains 4253 members Mstep: Class 9 contains 43707 members Mstep: Class 12 contains 1841 members Mstep: Class 13 contains 2288 members Mstep: Class 14 contains 47109 members Mstep: Class 15 contains 54353 members Mstep: Class 16 contains 12445 members Mstep: Class 17 contains 4748 members Mstep: Class 18 contains 14949 members Mstep: Class 19 contains 3044 members Entering Unmasked Estep ConsiderDeletion Score: -18315292.000000 Penalty: 7291.356445 Iteration 17Q: 18 clusters Score -1.831529e+07 nChanged 7067 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 18279 members Mstep: Class 3 contains 10613 members Mstep: Class 4 contains 71268 members Mstep: Class 5 contains 86841 members Mstep: Class 6 contains 44505 members Mstep: Class 7 contains 12364 members Mstep: Class 8 contains 4354 members Mstep: Class 9 contains 44297 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 48304 members Mstep: Class 15 contains 54863 members Mstep: Class 16 contains 12243 members Mstep: Class 17 contains 4897 members Mstep: Class 18 contains 15298 members Mstep: Class 19 contains 3115 members Entering Unmasked Estep ConsiderDeletion Score: -18318486.000000 Penalty: 7291.356445 Iteration 18Q: 18 clusters Score -1.831849e+07 nChanged 6576 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 18979 members Mstep: Class 3 contains 10712 members Mstep: Class 4 contains 70785 members Mstep: Class 5 contains 85921 members Mstep: Class 6 contains 42531 members Mstep: Class 7 contains 12073 members Mstep: Class 8 contains 4440 members Mstep: Class 9 contains 44797 members Mstep: Class 12 contains 1849 members Mstep: Class 13 contains 2403 members Mstep: Class 14 contains 48947 members Mstep: Class 15 contains 55276 members Mstep: Class 16 contains 12038 members Mstep: Class 17 contains 5011 members Mstep: Class 18 contains 15794 members Mstep: Class 19 contains 3164 members Entering Unmasked Estep ConsiderDeletion Score: -18321934.000000 Penalty: 7291.356445 Iteration 19Q: 18 clusters Score -1.832193e+07 nChanged 6311 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 19626 members Mstep: Class 3 contains 10786 members Mstep: Class 4 contains 70565 members Mstep: Class 5 contains 85063 members Mstep: Class 6 contains 40566 members Mstep: Class 7 contains 11953 members Mstep: Class 8 contains 4456 members Mstep: Class 9 contains 45300 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 2461 members Mstep: Class 14 contains 49024 members Mstep: Class 15 contains 55602 members Mstep: Class 16 contains 11866 members Mstep: Class 17 contains 5076 members Mstep: Class 18 contains 16565 members Mstep: Class 19 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -18328044.000000 Penalty: 7291.356445 Iteration 20F: 18 clusters Score -1.832804e+07 nChanged 6819 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 20181 members Mstep: Class 3 contains 10815 members Mstep: Class 4 contains 70542 members Mstep: Class 5 contains 84104 members Mstep: Class 6 contains 38533 members Mstep: Class 7 contains 11909 members Mstep: Class 8 contains 4500 members Mstep: Class 9 contains 45819 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2511 members Mstep: Class 14 contains 48367 members Mstep: Class 15 contains 55851 members Mstep: Class 16 contains 11716 members Mstep: Class 17 contains 5107 members Mstep: Class 18 contains 17812 members Mstep: Class 19 contains 3357 members Entering Unmasked Estep ConsiderDeletion Score: -18340060.000000 Penalty: 7291.356445 Iteration 21Q: 18 clusters Score -1.834006e+07 nChanged 6949 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 20753 members Mstep: Class 3 contains 10845 members Mstep: Class 4 contains 70168 members Mstep: Class 5 contains 83105 members Mstep: Class 6 contains 36924 members Mstep: Class 7 contains 11881 members Mstep: Class 8 contains 4534 members Mstep: Class 9 contains 46259 members Mstep: Class 12 contains 1831 members Mstep: Class 13 contains 2566 members Mstep: Class 14 contains 47425 members Mstep: Class 15 contains 56075 members Mstep: Class 16 contains 11591 members Mstep: Class 17 contains 5051 members Mstep: Class 18 contains 19422 members Mstep: Class 19 contains 3560 members Entering Unmasked Estep ConsiderDeletion Score: -18356008.000000 Penalty: 7291.356445 Iteration 22Q: 18 clusters Score -1.835601e+07 nChanged 5841 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 21339 members Mstep: Class 3 contains 10888 members Mstep: Class 4 contains 69162 members Mstep: Class 5 contains 82083 members Mstep: Class 6 contains 36750 members Mstep: Class 7 contains 11789 members Mstep: Class 8 contains 4556 members Mstep: Class 9 contains 46551 members Mstep: Class 12 contains 1823 members Mstep: Class 13 contains 2592 members Mstep: Class 14 contains 46492 members Mstep: Class 15 contains 56365 members Mstep: Class 16 contains 11509 members Mstep: Class 17 contains 5041 members Mstep: Class 18 contains 20070 members Mstep: Class 19 contains 4005 members Entering Unmasked Estep ConsiderDeletion Score: -18358290.000000 Penalty: 7291.356445 Iteration 23Q: 18 clusters Score -1.835829e+07 nChanged 4997 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 22006 members Mstep: Class 3 contains 10900 members Mstep: Class 4 contains 68296 members Mstep: Class 5 contains 81004 members Mstep: Class 6 contains 36542 members Mstep: Class 7 contains 11644 members Mstep: Class 8 contains 4572 members Mstep: Class 9 contains 46769 members Mstep: Class 12 contains 1811 members Mstep: Class 13 contains 2625 members Mstep: Class 14 contains 45750 members Mstep: Class 15 contains 56677 members Mstep: Class 16 contains 11434 members Mstep: Class 17 contains 5127 members Mstep: Class 18 contains 20479 members Mstep: Class 19 contains 4466 members Entering Unmasked Estep ConsiderDeletion Score: -18359858.000000 Penalty: 7291.356445 Iteration 24Q: 18 clusters Score -1.835986e+07 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 22791 members Mstep: Class 3 contains 10859 members Mstep: Class 4 contains 67597 members Mstep: Class 5 contains 79761 members Mstep: Class 6 contains 36394 members Mstep: Class 7 contains 11479 members Mstep: Class 8 contains 4614 members Mstep: Class 9 contains 46938 members Mstep: Class 12 contains 1802 members Mstep: Class 13 contains 2649 members Mstep: Class 14 contains 45058 members Mstep: Class 15 contains 57012 members Mstep: Class 16 contains 11370 members Mstep: Class 17 contains 5194 members Mstep: Class 18 contains 20768 members Mstep: Class 19 contains 4860 members Entering Unmasked Estep ConsiderDeletion Score: -18361212.000000 Penalty: 7291.356445 Iteration 25Q: 18 clusters Score -1.836121e+07 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 12831 members Mstep: Class 2 contains 23700 members Mstep: Class 3 contains 10797 members Mstep: Class 4 contains 67008 members Mstep: Class 5 contains 78362 members Mstep: Class 6 contains 36300 members Mstep: Class 7 contains 11264 members Mstep: Class 8 contains 4679 members Mstep: Class 9 contains 47070 members Mstep: Class 12 contains 1792 members Mstep: Class 13 contains 2683 members Mstep: Class 14 contains 44454 members Mstep: Class 15 contains 57372 members Mstep: Class 16 contains 11313 members Mstep: Class 17 contains 5243 members Mstep: Class 18 contains 21004 members Mstep: Class 19 contains 5187 members Entering Unmasked Estep ConsiderDeletion Score: -18362422.000000 Penalty: 7291.356445 Iteration 26Q: 18 clusters Score -1.836242e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 24771 members Mstep: Class 3 contains 10736 members Mstep: Class 4 contains 66581 members Mstep: Class 5 contains 76750 members Mstep: Class 6 contains 36234 members Mstep: Class 7 contains 11038 members Mstep: Class 8 contains 4790 members Mstep: Class 9 contains 47148 members Mstep: Class 12 contains 1776 members Mstep: Class 13 contains 2715 members Mstep: Class 14 contains 43969 members Mstep: Class 15 contains 57700 members Mstep: Class 16 contains 11245 members Mstep: Class 17 contains 5291 members Mstep: Class 18 contains 21147 members Mstep: Class 19 contains 5453 members Entering Unmasked Estep ConsiderDeletion Score: -18363934.000000 Penalty: 7291.356445 Iteration 27Q: 18 clusters Score -1.836393e+07 nChanged 4912 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 14565 members Mstep: Class 2 contains 26161 members Mstep: Class 3 contains 10678 members Mstep: Class 4 contains 66226 members Mstep: Class 5 contains 74801 members Mstep: Class 6 contains 36204 members Mstep: Class 7 contains 10820 members Mstep: Class 8 contains 4899 members Mstep: Class 9 contains 47219 members Mstep: Class 12 contains 1756 members Mstep: Class 13 contains 2743 members Mstep: Class 14 contains 43490 members Mstep: Class 15 contains 58089 members Mstep: Class 16 contains 11190 members Mstep: Class 17 contains 5321 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 5674 members Entering Unmasked Estep ConsiderDeletion Score: -18366350.000000 Penalty: 7291.356445 Iteration 28Q: 18 clusters Score -1.836635e+07 nChanged 5581 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 28055 members Mstep: Class 3 contains 10612 members Mstep: Class 4 contains 65895 members Mstep: Class 5 contains 72294 members Mstep: Class 6 contains 36177 members Mstep: Class 7 contains 10725 members Mstep: Class 8 contains 5028 members Mstep: Class 9 contains 47288 members Mstep: Class 12 contains 1739 members Mstep: Class 13 contains 2768 members Mstep: Class 14 contains 42985 members Mstep: Class 15 contains 58467 members Mstep: Class 16 contains 11096 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 21290 members Mstep: Class 19 contains 5859 members Entering Unmasked Estep ConsiderDeletion Score: -18369364.000000 Penalty: 7291.356445 Iteration 29Q: 18 clusters Score -1.836936e+07 nChanged 6849 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 16317 members Mstep: Class 2 contains 30960 members Mstep: Class 3 contains 10534 members Mstep: Class 4 contains 65630 members Mstep: Class 5 contains 68678 members Mstep: Class 6 contains 36161 members Mstep: Class 7 contains 10750 members Mstep: Class 8 contains 5150 members Mstep: Class 9 contains 47338 members Mstep: Class 12 contains 1736 members Mstep: Class 13 contains 2790 members Mstep: Class 14 contains 42476 members Mstep: Class 15 contains 58798 members Mstep: Class 16 contains 11006 members Mstep: Class 17 contains 5386 members Mstep: Class 18 contains 21318 members Mstep: Class 19 contains 6029 members Entering Unmasked Estep ConsiderDeletion Score: -18374148.000000 Penalty: 7291.356445 Iteration 30Q: 18 clusters Score -1.837415e+07 nChanged 8305 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 34936 members Mstep: Class 3 contains 10501 members Mstep: Class 4 contains 65366 members Mstep: Class 5 contains 63964 members Mstep: Class 6 contains 36153 members Mstep: Class 7 contains 10777 members Mstep: Class 8 contains 5261 members Mstep: Class 9 contains 47385 members Mstep: Class 12 contains 1736 members Mstep: Class 13 contains 2807 members Mstep: Class 14 contains 41942 members Mstep: Class 15 contains 59145 members Mstep: Class 16 contains 10928 members Mstep: Class 17 contains 5380 members Mstep: Class 18 contains 21308 members Mstep: Class 19 contains 6190 members Entering Unmasked Estep ConsiderDeletion Score: -18381162.000000 Penalty: 7291.356445 Iteration 31Q: 18 clusters Score -1.838116e+07 nChanged 6736 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 37004 members Mstep: Class 3 contains 10488 members Mstep: Class 4 contains 65125 members Mstep: Class 5 contains 61259 members Mstep: Class 6 contains 36156 members Mstep: Class 7 contains 10888 members Mstep: Class 8 contains 5313 members Mstep: Class 9 contains 47414 members Mstep: Class 12 contains 1729 members Mstep: Class 13 contains 2824 members Mstep: Class 14 contains 41357 members Mstep: Class 15 contains 59421 members Mstep: Class 16 contains 10900 members Mstep: Class 17 contains 5365 members Mstep: Class 18 contains 21293 members Mstep: Class 19 contains 6327 members Entering Unmasked Estep ConsiderDeletion Score: -18385608.000000 Penalty: 7291.356445 Iteration 32Q: 18 clusters Score -1.838561e+07 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 18812 members Mstep: Class 2 contains 37578 members Mstep: Class 3 contains 10524 members Mstep: Class 4 contains 64893 members Mstep: Class 5 contains 60274 members Mstep: Class 6 contains 36162 members Mstep: Class 7 contains 11223 members Mstep: Class 8 contains 5415 members Mstep: Class 9 contains 47434 members Mstep: Class 12 contains 1722 members Mstep: Class 13 contains 2843 members Mstep: Class 14 contains 40750 members Mstep: Class 15 contains 59454 members Mstep: Class 16 contains 10880 members Mstep: Class 17 contains 5343 members Mstep: Class 18 contains 21304 members Mstep: Class 19 contains 6446 members Entering Unmasked Estep ConsiderDeletion Score: -18387524.000000 Penalty: 7291.356445 Iteration 33Q: 18 clusters Score -1.838752e+07 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 19333 members Mstep: Class 2 contains 37566 members Mstep: Class 3 contains 10576 members Mstep: Class 4 contains 64699 members Mstep: Class 5 contains 59933 members Mstep: Class 6 contains 36163 members Mstep: Class 7 contains 11520 members Mstep: Class 8 contains 5617 members Mstep: Class 9 contains 47428 members Mstep: Class 12 contains 1718 members Mstep: Class 13 contains 2866 members Mstep: Class 14 contains 40211 members Mstep: Class 15 contains 59382 members Mstep: Class 16 contains 10847 members Mstep: Class 17 contains 5326 members Mstep: Class 18 contains 21314 members Mstep: Class 19 contains 6558 members Entering Unmasked Estep ConsiderDeletion Score: -18389500.000000 Penalty: 7291.356445 Iteration 34Q: 18 clusters Score -1.83895e+07 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 19663 members Mstep: Class 2 contains 37455 members Mstep: Class 3 contains 10674 members Mstep: Class 4 contains 64499 members Mstep: Class 5 contains 59795 members Mstep: Class 6 contains 36156 members Mstep: Class 7 contains 11881 members Mstep: Class 8 contains 5886 members Mstep: Class 9 contains 47427 members Mstep: Class 12 contains 1716 members Mstep: Class 13 contains 2892 members Mstep: Class 14 contains 39690 members Mstep: Class 15 contains 59218 members Mstep: Class 16 contains 10815 members Mstep: Class 17 contains 5307 members Mstep: Class 18 contains 21324 members Mstep: Class 19 contains 6659 members Entering Unmasked Estep ConsiderDeletion Score: -18391478.000000 Penalty: 7291.356445 Iteration 35Q: 18 clusters Score -1.839148e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 19850 members Mstep: Class 2 contains 37352 members Mstep: Class 3 contains 10738 members Mstep: Class 4 contains 64310 members Mstep: Class 5 contains 59735 members Mstep: Class 6 contains 36142 members Mstep: Class 7 contains 12263 members Mstep: Class 8 contains 6216 members Mstep: Class 9 contains 47419 members Mstep: Class 12 contains 1717 members Mstep: Class 13 contains 2914 members Mstep: Class 14 contains 39214 members Mstep: Class 15 contains 59017 members Mstep: Class 16 contains 10787 members Mstep: Class 17 contains 5291 members Mstep: Class 18 contains 21352 members Mstep: Class 19 contains 6740 members Entering Unmasked Estep ConsiderDeletion Score: -18392754.000000 Penalty: 7291.356445 Iteration 36Q: 18 clusters Score -1.839275e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 37265 members Mstep: Class 3 contains 10803 members Mstep: Class 4 contains 64130 members Mstep: Class 5 contains 59691 members Mstep: Class 6 contains 36139 members Mstep: Class 7 contains 12536 members Mstep: Class 8 contains 6536 members Mstep: Class 9 contains 47414 members Mstep: Class 12 contains 1718 members Mstep: Class 13 contains 2923 members Mstep: Class 14 contains 38826 members Mstep: Class 15 contains 58824 members Mstep: Class 16 contains 10790 members Mstep: Class 17 contains 5275 members Mstep: Class 18 contains 21384 members Mstep: Class 19 contains 6794 members Entering Unmasked Estep ConsiderDeletion Score: -18393782.000000 Penalty: 7291.356445 Iteration 37Q: 18 clusters Score -1.839378e+07 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 20151 members Mstep: Class 2 contains 37186 members Mstep: Class 3 contains 10854 members Mstep: Class 4 contains 63963 members Mstep: Class 5 contains 59648 members Mstep: Class 6 contains 36135 members Mstep: Class 7 contains 12698 members Mstep: Class 8 contains 6790 members Mstep: Class 9 contains 47404 members Mstep: Class 12 contains 1724 members Mstep: Class 13 contains 2928 members Mstep: Class 14 contains 38578 members Mstep: Class 15 contains 58648 members Mstep: Class 16 contains 10833 members Mstep: Class 17 contains 5284 members Mstep: Class 18 contains 21408 members Mstep: Class 19 contains 6823 members Entering Unmasked Estep ConsiderDeletion Score: -18394228.000000 Penalty: 7291.356445 Iteration 38Q: 18 clusters Score -1.839423e+07 nChanged 1330 Entering ConstructFrom: Score: -18394228.000000 Penalty: 7291.356445 Entering ConstructFrom: Trying to split cluster 1 (20321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20321 members Entering Unmasked Estep Score: -817123.000000 Penalty: 327.340515 Iteration 0F: 2 clusters Score -817123 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -803815.812500 Penalty: 654.681030 Iteration 0F: 3 clusters Score -803815.8 nChanged 9623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -811391.812500 Penalty: 654.681030 Iteration 1F: 3 clusters Score -811391.8 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -812517.625000 Penalty: 654.681030 Iteration 2F: 3 clusters Score -812517.6 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 13803 members Entering Unmasked Estep Score: -813637.500000 Penalty: 654.681030 Iteration 3F: 3 clusters Score -813637.5 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -814989.687500 Penalty: 654.681030 Iteration 4F: 3 clusters Score -814989.7 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -816090.000000 Penalty: 654.681030 Iteration 5Q: 3 clusters Score -816090 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -816812.812500 Penalty: 654.681030 Iteration 6Q: 3 clusters Score -816812.8 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -817217.562500 Penalty: 654.681030 Iteration 7Q: 3 clusters Score -817217.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -817468.250000 Penalty: 654.681030 Iteration 8Q: 3 clusters Score -817468.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -817671.625000 Penalty: 654.681030 Iteration 9Q: 3 clusters Score -817671.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 14460 members Entering Unmasked Estep Score: -817809.625000 Penalty: 654.681030 Iteration 10Q: 3 clusters Score -817809.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 14585 members Entering Unmasked Estep Score: -817940.312500 Penalty: 654.681030 Iteration 11Q: 3 clusters Score -817940.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 14701 members Entering Unmasked Estep Score: -818025.812500 Penalty: 654.681030 Iteration 12Q: 3 clusters Score -818025.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 14817 members Entering Unmasked Estep Score: -818085.937500 Penalty: 654.681030 Iteration 13Q: 3 clusters Score -818085.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -818112.687500 Penalty: 654.681030 Iteration 14Q: 3 clusters Score -818112.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 14964 members Entering Unmasked Estep Score: -818122.125000 Penalty: 654.681030 Iteration 15Q: 3 clusters Score -818122.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -818130.000000 Penalty: 654.681030 Iteration 16Q: 3 clusters Score -818130 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -818136.062500 Penalty: 654.681030 Iteration 17Q: 3 clusters Score -818136.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -818139.312500 Penalty: 654.681030 Iteration 18Q: 3 clusters Score -818139.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -818145.437500 Penalty: 654.681030 Iteration 19Q: 3 clusters Score -818145.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -818150.437500 Penalty: 654.681030 Iteration 20F: 3 clusters Score -818150.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 15194 members Entering Unmasked Estep Score: -818153.187500 Penalty: 654.681030 Iteration 21Q: 3 clusters Score -818153.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 15225 members Entering Unmasked Estep Score: -818156.187500 Penalty: 654.681030 Iteration 22Q: 3 clusters Score -818156.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -818157.125000 Penalty: 654.681030 Iteration 23Q: 3 clusters Score -818157.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -818160.812500 Penalty: 654.681030 Iteration 24Q: 3 clusters Score -818160.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -818159.875000 Penalty: 654.681030 Iteration 25Q: 3 clusters Score -818159.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -818160.000000 Penalty: 654.681030 Iteration 26Q: 3 clusters Score -818160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -818161.375000 Penalty: 654.681030 Iteration 27Q: 3 clusters Score -818161.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 15337 members Entering Unmasked Estep Score: -818161.437500 Penalty: 654.681030 Iteration 28Q: 3 clusters Score -818161.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -818159.125000 Penalty: 654.681030 Iteration 29Q: 3 clusters Score -818159.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 15375 members Entering Unmasked Estep Score: -818162.562500 Penalty: 654.681030 Iteration 30Q: 3 clusters Score -818162.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 15383 members Entering Unmasked Estep Score: -818163.125000 Penalty: 654.681030 Iteration 31Q: 3 clusters Score -818163.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -818162.000000 Penalty: 654.681030 Iteration 32Q: 3 clusters Score -818162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 15394 members Entering Unmasked Estep Score: -818163.187500 Penalty: 654.681030 Iteration 33Q: 3 clusters Score -818163.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 15396 members Entering Unmasked Estep Score: -818163.062500 Penalty: 654.681030 Iteration 34Q: 3 clusters Score -818163.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 15396 members Entering Unmasked Estep Score: -818163.312500 Penalty: 654.681030 Iteration 35Q: 3 clusters Score -818163.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 15396 members Entering Unmasked Estep Score: -818163.500000 Penalty: 654.681030 Iteration 36Q: 3 clusters Score -818163.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 15397 members Entering Unmasked Estep Score: -818164.187500 Penalty: 654.681030 Iteration 37Q: 3 clusters Score -818164.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 15397 members Entering Unmasked Estep Score: -818164.187500 Penalty: 654.681030 Iteration 38F: 3 clusters Score -818164.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 37121 members Mstep: Class 3 contains 10880 members Mstep: Class 4 contains 63820 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 36129 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Entering Unmasked Estep Score: -18395406.000000 Penalty: 7720.259766 Splitting cluster 1 changes total score from -18394228.000000 to -18395406.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 2 (37121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37121 members Entering Unmasked Estep Score: -1753016.375000 Penalty: 347.223969 Iteration 0F: 2 clusters Score -1753016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18507 members Mstep: Class 2 contains 18614 members Entering Unmasked Estep Score: -1728130.125000 Penalty: 694.447937 Iteration 0F: 3 clusters Score -1728130 nChanged 18109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17342 members Mstep: Class 2 contains 19779 members Entering Unmasked Estep Score: -1739870.875000 Penalty: 694.447937 Iteration 1F: 3 clusters Score -1739871 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16848 members Mstep: Class 2 contains 20273 members Entering Unmasked Estep Score: -1741353.375000 Penalty: 694.447937 Iteration 2F: 3 clusters Score -1741353 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 20798 members Entering Unmasked Estep Score: -1743022.875000 Penalty: 694.447937 Iteration 3F: 3 clusters Score -1743023 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 21401 members Entering Unmasked Estep Score: -1744670.750000 Penalty: 694.447937 Iteration 4F: 3 clusters Score -1744671 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -1746108.375000 Penalty: 694.447937 Iteration 5F: 3 clusters Score -1746108 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -1747234.875000 Penalty: 694.447937 Iteration 6F: 3 clusters Score -1747235 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15001 members Mstep: Class 2 contains 22120 members Entering Unmasked Estep Score: -1748046.875000 Penalty: 694.447937 Iteration 7Q: 3 clusters Score -1748047 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15007 members Mstep: Class 2 contains 22114 members Entering Unmasked Estep Score: -1748595.500000 Penalty: 694.447937 Iteration 8Q: 3 clusters Score -1748596 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 22064 members Entering Unmasked Estep Score: -1748985.375000 Penalty: 694.447937 Iteration 9Q: 3 clusters Score -1748985 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Mstep: Class 2 contains 21956 members Entering Unmasked Estep Score: -1749296.000000 Penalty: 694.447937 Iteration 10Q: 3 clusters Score -1749296 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 21836 members Entering Unmasked Estep Score: -1749637.500000 Penalty: 694.447937 Iteration 11Q: 3 clusters Score -1749638 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 21692 members Entering Unmasked Estep Score: -1749964.625000 Penalty: 694.447937 Iteration 12Q: 3 clusters Score -1749965 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -1750299.125000 Penalty: 694.447937 Iteration 13Q: 3 clusters Score -1750299 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 21329 members Entering Unmasked Estep Score: -1750602.875000 Penalty: 694.447937 Iteration 14Q: 3 clusters Score -1750603 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 21122 members Entering Unmasked Estep Score: -1750872.500000 Penalty: 694.447937 Iteration 15Q: 3 clusters Score -1750872 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 20869 members Entering Unmasked Estep Score: -1751122.500000 Penalty: 694.447937 Iteration 16Q: 3 clusters Score -1751122 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16497 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -1751333.500000 Penalty: 694.447937 Iteration 17Q: 3 clusters Score -1751334 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16761 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -1751498.125000 Penalty: 694.447937 Iteration 18Q: 3 clusters Score -1751498 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 20102 members Entering Unmasked Estep Score: -1751626.250000 Penalty: 694.447937 Iteration 19Q: 3 clusters Score -1751626 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -1751762.375000 Penalty: 694.447937 Iteration 20F: 3 clusters Score -1751762 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17609 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -1751852.250000 Penalty: 694.447937 Iteration 21Q: 3 clusters Score -1751852 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 19195 members Entering Unmasked Estep Score: -1751942.625000 Penalty: 694.447937 Iteration 22Q: 3 clusters Score -1751943 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18243 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -1752021.625000 Penalty: 694.447937 Iteration 23Q: 3 clusters Score -1752022 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 18592 members Entering Unmasked Estep Score: -1752062.375000 Penalty: 694.447937 Iteration 24Q: 3 clusters Score -1752062 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -1752103.875000 Penalty: 694.447937 Iteration 25Q: 3 clusters Score -1752104 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 18083 members Entering Unmasked Estep Score: -1752140.250000 Penalty: 694.447937 Iteration 26Q: 3 clusters Score -1752140 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -1752171.375000 Penalty: 694.447937 Iteration 27Q: 3 clusters Score -1752171 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19587 members Mstep: Class 2 contains 17534 members Entering Unmasked Estep Score: -1752222.000000 Penalty: 694.447937 Iteration 28Q: 3 clusters Score -1752222 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -1752265.625000 Penalty: 694.447937 Iteration 29Q: 3 clusters Score -1752266 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20190 members Mstep: Class 2 contains 16931 members Entering Unmasked Estep Score: -1752323.000000 Penalty: 694.447937 Iteration 30Q: 3 clusters Score -1752323 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20524 members Mstep: Class 2 contains 16597 members Entering Unmasked Estep Score: -1752385.375000 Penalty: 694.447937 Iteration 31Q: 3 clusters Score -1752385 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20848 members Mstep: Class 2 contains 16273 members Entering Unmasked Estep Score: -1752430.000000 Penalty: 694.447937 Iteration 32Q: 3 clusters Score -1752430 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21195 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -1752500.250000 Penalty: 694.447937 Iteration 33Q: 3 clusters Score -1752500 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 15545 members Entering Unmasked Estep Score: -1752584.750000 Penalty: 694.447937 Iteration 34Q: 3 clusters Score -1752585 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21974 members Mstep: Class 2 contains 15147 members Entering Unmasked Estep Score: -1752673.375000 Penalty: 694.447937 Iteration 35Q: 3 clusters Score -1752673 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22368 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -1752762.250000 Penalty: 694.447937 Iteration 36Q: 3 clusters Score -1752762 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22742 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -1752846.750000 Penalty: 694.447937 Iteration 37Q: 3 clusters Score -1752847 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -1752908.500000 Penalty: 694.447937 Iteration 38Q: 3 clusters Score -1752908 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23433 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -1752990.375000 Penalty: 694.447937 Iteration 39Q: 3 clusters Score -1752990 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23800 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -1753072.125000 Penalty: 694.447937 Iteration 40F: 3 clusters Score -1753072 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24182 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -1753155.875000 Penalty: 694.447937 Iteration 41Q: 3 clusters Score -1753156 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24572 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -1753273.625000 Penalty: 694.447937 Iteration 42Q: 3 clusters Score -1753274 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24965 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -1753382.750000 Penalty: 694.447937 Iteration 43Q: 3 clusters Score -1753383 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25361 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -1753484.250000 Penalty: 694.447937 Iteration 44Q: 3 clusters Score -1753484 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25739 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -1753586.125000 Penalty: 694.447937 Iteration 45Q: 3 clusters Score -1753586 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26119 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -1753688.500000 Penalty: 694.447937 Iteration 46Q: 3 clusters Score -1753688 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26486 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -1753791.875000 Penalty: 694.447937 Iteration 47Q: 3 clusters Score -1753792 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26848 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -1753882.375000 Penalty: 694.447937 Iteration 48Q: 3 clusters Score -1753882 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27188 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -1753968.500000 Penalty: 694.447937 Iteration 49Q: 3 clusters Score -1753968 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27496 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -1754031.250000 Penalty: 694.447937 Iteration 50Q: 3 clusters Score -1754031 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27786 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1754101.375000 Penalty: 694.447937 Iteration 51Q: 3 clusters Score -1754101 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28043 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -1754158.875000 Penalty: 694.447937 Iteration 52Q: 3 clusters Score -1754159 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28280 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1754211.000000 Penalty: 694.447937 Iteration 53Q: 3 clusters Score -1754211 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28503 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1754258.875000 Penalty: 694.447937 Iteration 54Q: 3 clusters Score -1754259 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28691 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1754294.125000 Penalty: 694.447937 Iteration 55Q: 3 clusters Score -1754294 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28866 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1754318.750000 Penalty: 694.447937 Iteration 56Q: 3 clusters Score -1754319 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29066 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -1754353.875000 Penalty: 694.447937 Iteration 57Q: 3 clusters Score -1754354 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29244 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1754389.875000 Penalty: 694.447937 Iteration 58Q: 3 clusters Score -1754390 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29419 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1754425.875000 Penalty: 694.447937 Iteration 59Q: 3 clusters Score -1754426 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29557 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1754436.000000 Penalty: 694.447937 Iteration 60F: 3 clusters Score -1754436 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29672 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -1754452.875000 Penalty: 694.447937 Iteration 61Q: 3 clusters Score -1754453 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29770 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1754462.625000 Penalty: 694.447937 Iteration 62Q: 3 clusters Score -1754463 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29838 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -1754467.000000 Penalty: 694.447937 Iteration 63Q: 3 clusters Score -1754467 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29902 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1754465.875000 Penalty: 694.447937 Iteration 64Q: 3 clusters Score -1754466 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29962 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1754467.500000 Penalty: 694.447937 Iteration 65Q: 3 clusters Score -1754468 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -1754463.625000 Penalty: 694.447937 Iteration 66Q: 3 clusters Score -1754464 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -1754467.500000 Penalty: 694.447937 Iteration 67Q: 3 clusters Score -1754468 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30124 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1754473.125000 Penalty: 694.447937 Iteration 68Q: 3 clusters Score -1754473 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30173 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1754476.375000 Penalty: 694.447937 Iteration 69Q: 3 clusters Score -1754476 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30216 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1754480.625000 Penalty: 694.447937 Iteration 70Q: 3 clusters Score -1754481 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30250 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1754478.625000 Penalty: 694.447937 Iteration 71Q: 3 clusters Score -1754479 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30272 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1754481.750000 Penalty: 694.447937 Iteration 72Q: 3 clusters Score -1754482 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30293 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1754478.875000 Penalty: 694.447937 Iteration 73Q: 3 clusters Score -1754479 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30320 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1754483.000000 Penalty: 694.447937 Iteration 74Q: 3 clusters Score -1754483 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30342 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -1754487.750000 Penalty: 694.447937 Iteration 75Q: 3 clusters Score -1754488 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30363 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -1754486.875000 Penalty: 694.447937 Iteration 76Q: 3 clusters Score -1754487 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30375 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1754485.625000 Penalty: 694.447937 Iteration 77Q: 3 clusters Score -1754486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30380 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1754486.500000 Penalty: 694.447937 Iteration 78Q: 3 clusters Score -1754486 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30392 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -1754488.875000 Penalty: 694.447937 Iteration 79Q: 3 clusters Score -1754489 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30404 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1754485.875000 Penalty: 694.447937 Iteration 80F: 3 clusters Score -1754486 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30414 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1754488.500000 Penalty: 694.447937 Iteration 81Q: 3 clusters Score -1754488 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30423 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1754487.625000 Penalty: 694.447937 Iteration 82Q: 3 clusters Score -1754488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30431 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1754485.750000 Penalty: 694.447937 Iteration 83Q: 3 clusters Score -1754486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30437 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -1754483.625000 Penalty: 694.447937 Iteration 84Q: 3 clusters Score -1754484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30440 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -1754485.125000 Penalty: 694.447937 Iteration 85Q: 3 clusters Score -1754485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30443 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1754483.625000 Penalty: 694.447937 Iteration 86Q: 3 clusters Score -1754484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30446 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1754482.500000 Penalty: 694.447937 Iteration 87Q: 3 clusters Score -1754482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30448 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1754480.625000 Penalty: 694.447937 Iteration 88Q: 3 clusters Score -1754481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1754480.500000 Penalty: 694.447937 Iteration 89Q: 3 clusters Score -1754480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30454 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -1754480.500000 Penalty: 694.447937 Iteration 90Q: 3 clusters Score -1754480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30459 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -1754482.000000 Penalty: 694.447937 Iteration 91Q: 3 clusters Score -1754482 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30463 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -1754483.500000 Penalty: 694.447937 Iteration 92Q: 3 clusters Score -1754484 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30472 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -1754485.375000 Penalty: 694.447937 Iteration 93Q: 3 clusters Score -1754485 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30479 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1754485.750000 Penalty: 694.447937 Iteration 94Q: 3 clusters Score -1754486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30482 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1754488.125000 Penalty: 694.447937 Iteration 95Q: 3 clusters Score -1754488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30484 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -1754489.875000 Penalty: 694.447937 Iteration 96Q: 3 clusters Score -1754490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30486 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -1754487.750000 Penalty: 694.447937 Iteration 97Q: 3 clusters Score -1754488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30489 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1754485.875000 Penalty: 694.447937 Iteration 98Q: 3 clusters Score -1754486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30492 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -1754486.000000 Penalty: 694.447937 Iteration 99Q: 3 clusters Score -1754486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30493 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -1754485.625000 Penalty: 694.447937 Iteration 100F: 3 clusters Score -1754486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 10880 members Mstep: Class 4 contains 63820 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 36129 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Entering Unmasked Estep Score: -18396752.000000 Penalty: 8149.163086 Splitting cluster 2 changes total score from -18394228.000000 to -18396752.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 3 (10880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10880 members Entering Unmasked Estep Score: -401750.281250 Penalty: 306.724487 Iteration 0F: 2 clusters Score -401750.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -394558.781250 Penalty: 613.448975 Iteration 0F: 3 clusters Score -394558.8 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -398337.187500 Penalty: 613.448975 Iteration 1F: 3 clusters Score -398337.2 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -398945.218750 Penalty: 613.448975 Iteration 2F: 3 clusters Score -398945.2 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -399571.156250 Penalty: 613.448975 Iteration 3F: 3 clusters Score -399571.2 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -400237.093750 Penalty: 613.448975 Iteration 4F: 3 clusters Score -400237.1 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -400780.718750 Penalty: 613.448975 Iteration 5F: 3 clusters Score -400780.7 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -401192.437500 Penalty: 613.448975 Iteration 6Q: 3 clusters Score -401192.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -401428.656250 Penalty: 613.448975 Iteration 7Q: 3 clusters Score -401428.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -401548.968750 Penalty: 613.448975 Iteration 8Q: 3 clusters Score -401549 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -401644.875000 Penalty: 613.448975 Iteration 9Q: 3 clusters Score -401644.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -401724.343750 Penalty: 613.448975 Iteration 10Q: 3 clusters Score -401724.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -401789.437500 Penalty: 613.448975 Iteration 11Q: 3 clusters Score -401789.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -401824.718750 Penalty: 613.448975 Iteration 12Q: 3 clusters Score -401824.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -401847.812500 Penalty: 613.448975 Iteration 13Q: 3 clusters Score -401847.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -401860.656250 Penalty: 613.448975 Iteration 14Q: 3 clusters Score -401860.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -401869.062500 Penalty: 613.448975 Iteration 15Q: 3 clusters Score -401869.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -401873.343750 Penalty: 613.448975 Iteration 16Q: 3 clusters Score -401873.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -401879.500000 Penalty: 613.448975 Iteration 17Q: 3 clusters Score -401879.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -401883.156250 Penalty: 613.448975 Iteration 18Q: 3 clusters Score -401883.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -401883.437500 Penalty: 613.448975 Iteration 19Q: 3 clusters Score -401883.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -401950.843750 Penalty: 613.448975 Iteration 20F: 3 clusters Score -401950.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -401984.281250 Penalty: 613.448975 Iteration 21Q: 3 clusters Score -401984.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -401995.343750 Penalty: 613.448975 Iteration 22Q: 3 clusters Score -401995.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -401997.562500 Penalty: 613.448975 Iteration 23Q: 3 clusters Score -401997.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -401998.062500 Penalty: 613.448975 Iteration 24Q: 3 clusters Score -401998.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -401998.968750 Penalty: 613.448975 Iteration 25Q: 3 clusters Score -401999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -401999.187500 Penalty: 613.448975 Iteration 26Q: 3 clusters Score -401999.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -402003.312500 Penalty: 613.448975 Iteration 27Q: 3 clusters Score -402003.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -402005.250000 Penalty: 613.448975 Iteration 28Q: 3 clusters Score -402005.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -402005.125000 Penalty: 613.448975 Iteration 29Q: 3 clusters Score -402005.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -402006.187500 Penalty: 613.448975 Iteration 30Q: 3 clusters Score -402006.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -402006.875000 Penalty: 613.448975 Iteration 31Q: 3 clusters Score -402006.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -402007.656250 Penalty: 613.448975 Iteration 32Q: 3 clusters Score -402007.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 10471 members Entering Unmasked Estep Score: -402010.000000 Penalty: 613.448975 Iteration 33Q: 3 clusters Score -402010 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -402011.718750 Penalty: 613.448975 Iteration 34Q: 3 clusters Score -402011.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 10479 members Entering Unmasked Estep Score: -402012.812500 Penalty: 613.448975 Iteration 35Q: 3 clusters Score -402012.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -402014.437500 Penalty: 613.448975 Iteration 36Q: 3 clusters Score -402014.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -402014.531250 Penalty: 613.448975 Iteration 37Q: 3 clusters Score -402014.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -402014.562500 Penalty: 613.448975 Iteration 38Q: 3 clusters Score -402014.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -402015.000000 Penalty: 613.448975 Iteration 39Q: 3 clusters Score -402015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -402014.156250 Penalty: 613.448975 Iteration 40F: 3 clusters Score -402014.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -402014.781250 Penalty: 613.448975 Iteration 41Q: 3 clusters Score -402014.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -402015.000000 Penalty: 613.448975 Iteration 42Q: 3 clusters Score -402015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -402014.250000 Penalty: 613.448975 Iteration 43Q: 3 clusters Score -402014.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -402014.250000 Penalty: 613.448975 Iteration 44F: 3 clusters Score -402014.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 63820 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 36129 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Entering Unmasked Estep Score: -18396906.000000 Penalty: 8578.066406 Splitting cluster 3 changes total score from -18394228.000000 to -18396906.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 4 (63820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63820 members Entering Unmasked Estep Score: -2894518.750000 Penalty: 365.106110 Iteration 0F: 2 clusters Score -2894519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31925 members Mstep: Class 2 contains 31895 members Entering Unmasked Estep Score: -2851483.750000 Penalty: 730.212219 Iteration 0F: 3 clusters Score -2851484 nChanged 31210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30997 members Mstep: Class 2 contains 32823 members Entering Unmasked Estep Score: -2874093.250000 Penalty: 730.212219 Iteration 1F: 3 clusters Score -2874093 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30839 members Mstep: Class 2 contains 32981 members Entering Unmasked Estep Score: -2877619.250000 Penalty: 730.212219 Iteration 2F: 3 clusters Score -2877619 nChanged 4782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31075 members Mstep: Class 2 contains 32745 members Entering Unmasked Estep Score: -2881375.000000 Penalty: 730.212219 Iteration 3F: 3 clusters Score -2881375 nChanged 4471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31810 members Mstep: Class 2 contains 32010 members Entering Unmasked Estep Score: -2884564.250000 Penalty: 730.212219 Iteration 4F: 3 clusters Score -2884564 nChanged 3564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33042 members Mstep: Class 2 contains 30778 members Entering Unmasked Estep Score: -2886423.500000 Penalty: 730.212219 Iteration 5F: 3 clusters Score -2886424 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34718 members Mstep: Class 2 contains 29102 members Entering Unmasked Estep Score: -2887768.250000 Penalty: 730.212219 Iteration 6Q: 3 clusters Score -2887768 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36743 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -2889314.750000 Penalty: 730.212219 Iteration 7Q: 3 clusters Score -2889315 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39098 members Mstep: Class 2 contains 24722 members Entering Unmasked Estep Score: -2891534.500000 Penalty: 730.212219 Iteration 8Q: 3 clusters Score -2891534 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41429 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -2894305.750000 Penalty: 730.212219 Iteration 9Q: 3 clusters Score -2894306 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42902 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -2895716.750000 Penalty: 730.212219 Iteration 10Q: 3 clusters Score -2895717 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43580 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -2896070.250000 Penalty: 730.212219 Iteration 11Q: 3 clusters Score -2896070 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43997 members Mstep: Class 2 contains 19823 members Entering Unmasked Estep Score: -2896179.000000 Penalty: 730.212219 Iteration 12Q: 3 clusters Score -2896179 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44231 members Mstep: Class 2 contains 19589 members Entering Unmasked Estep Score: -2896228.000000 Penalty: 730.212219 Iteration 13Q: 3 clusters Score -2896228 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44382 members Mstep: Class 2 contains 19438 members Entering Unmasked Estep Score: -2896238.000000 Penalty: 730.212219 Iteration 14Q: 3 clusters Score -2896238 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44509 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -2896257.000000 Penalty: 730.212219 Iteration 15Q: 3 clusters Score -2896257 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44615 members Mstep: Class 2 contains 19205 members Entering Unmasked Estep Score: -2896267.000000 Penalty: 730.212219 Iteration 16Q: 3 clusters Score -2896267 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44707 members Mstep: Class 2 contains 19113 members Entering Unmasked Estep Score: -2896269.000000 Penalty: 730.212219 Iteration 17Q: 3 clusters Score -2896269 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44808 members Mstep: Class 2 contains 19012 members Entering Unmasked Estep Score: -2896269.750000 Penalty: 730.212219 Iteration 18Q: 3 clusters Score -2896270 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44892 members Mstep: Class 2 contains 18928 members Entering Unmasked Estep Score: -2896265.750000 Penalty: 730.212219 Iteration 19Q: 3 clusters Score -2896266 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44973 members Mstep: Class 2 contains 18847 members Entering Unmasked Estep Score: -2896275.000000 Penalty: 730.212219 Iteration 20F: 3 clusters Score -2896275 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45036 members Mstep: Class 2 contains 18784 members Entering Unmasked Estep Score: -2896286.500000 Penalty: 730.212219 Iteration 21Q: 3 clusters Score -2896286 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45095 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -2896289.500000 Penalty: 730.212219 Iteration 22Q: 3 clusters Score -2896290 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45137 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -2896287.000000 Penalty: 730.212219 Iteration 23Q: 3 clusters Score -2896287 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45177 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -2896291.250000 Penalty: 730.212219 Iteration 24Q: 3 clusters Score -2896291 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45215 members Mstep: Class 2 contains 18605 members Entering Unmasked Estep Score: -2896291.250000 Penalty: 730.212219 Iteration 25Q: 3 clusters Score -2896291 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45256 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -2896284.750000 Penalty: 730.212219 Iteration 26Q: 3 clusters Score -2896285 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45296 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -2896283.000000 Penalty: 730.212219 Iteration 27Q: 3 clusters Score -2896283 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45334 members Mstep: Class 2 contains 18486 members Entering Unmasked Estep Score: -2896292.250000 Penalty: 730.212219 Iteration 28Q: 3 clusters Score -2896292 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45364 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -2896298.250000 Penalty: 730.212219 Iteration 29Q: 3 clusters Score -2896298 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45398 members Mstep: Class 2 contains 18422 members Entering Unmasked Estep Score: -2896291.750000 Penalty: 730.212219 Iteration 30Q: 3 clusters Score -2896292 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45424 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -2896291.000000 Penalty: 730.212219 Iteration 31Q: 3 clusters Score -2896291 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45444 members Mstep: Class 2 contains 18376 members Entering Unmasked Estep Score: -2896294.250000 Penalty: 730.212219 Iteration 32Q: 3 clusters Score -2896294 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45464 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -2896295.500000 Penalty: 730.212219 Iteration 33Q: 3 clusters Score -2896296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45479 members Mstep: Class 2 contains 18341 members Entering Unmasked Estep Score: -2896296.500000 Penalty: 730.212219 Iteration 34Q: 3 clusters Score -2896296 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45496 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -2896295.000000 Penalty: 730.212219 Iteration 35Q: 3 clusters Score -2896295 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45509 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -2896298.000000 Penalty: 730.212219 Iteration 36Q: 3 clusters Score -2896298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45521 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -2896300.000000 Penalty: 730.212219 Iteration 37Q: 3 clusters Score -2896300 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45537 members Mstep: Class 2 contains 18283 members Entering Unmasked Estep Score: -2896305.250000 Penalty: 730.212219 Iteration 38Q: 3 clusters Score -2896305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45554 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -2896302.500000 Penalty: 730.212219 Iteration 39Q: 3 clusters Score -2896302 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45576 members Mstep: Class 2 contains 18244 members Entering Unmasked Estep Score: -2896307.250000 Penalty: 730.212219 Iteration 40F: 3 clusters Score -2896307 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45591 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -2896304.000000 Penalty: 730.212219 Iteration 41Q: 3 clusters Score -2896304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45609 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -2896298.250000 Penalty: 730.212219 Iteration 42Q: 3 clusters Score -2896298 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45628 members Mstep: Class 2 contains 18192 members Entering Unmasked Estep Score: -2896292.250000 Penalty: 730.212219 Iteration 43Q: 3 clusters Score -2896292 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45649 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -2896295.250000 Penalty: 730.212219 Iteration 44Q: 3 clusters Score -2896295 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45663 members Mstep: Class 2 contains 18157 members Entering Unmasked Estep Score: -2896295.250000 Penalty: 730.212219 Iteration 45Q: 3 clusters Score -2896295 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45677 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -2896292.000000 Penalty: 730.212219 Iteration 46Q: 3 clusters Score -2896292 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45692 members Mstep: Class 2 contains 18128 members Entering Unmasked Estep Score: -2896291.750000 Penalty: 730.212219 Iteration 47Q: 3 clusters Score -2896292 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45706 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -2896291.000000 Penalty: 730.212219 Iteration 48Q: 3 clusters Score -2896291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45716 members Mstep: Class 2 contains 18104 members Entering Unmasked Estep Score: -2896293.000000 Penalty: 730.212219 Iteration 49Q: 3 clusters Score -2896293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45723 members Mstep: Class 2 contains 18097 members Entering Unmasked Estep Score: -2896294.000000 Penalty: 730.212219 Iteration 50Q: 3 clusters Score -2896294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45728 members Mstep: Class 2 contains 18092 members Entering Unmasked Estep Score: -2896295.000000 Penalty: 730.212219 Iteration 51Q: 3 clusters Score -2896295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45731 members Mstep: Class 2 contains 18089 members Entering Unmasked Estep Score: -2896297.500000 Penalty: 730.212219 Iteration 52Q: 3 clusters Score -2896298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45737 members Mstep: Class 2 contains 18083 members Entering Unmasked Estep Score: -2896296.500000 Penalty: 730.212219 Iteration 53Q: 3 clusters Score -2896296 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45745 members Mstep: Class 2 contains 18075 members Entering Unmasked Estep Score: -2896297.250000 Penalty: 730.212219 Iteration 54Q: 3 clusters Score -2896297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45749 members Mstep: Class 2 contains 18071 members Entering Unmasked Estep Score: -2896300.500000 Penalty: 730.212219 Iteration 55Q: 3 clusters Score -2896300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45754 members Mstep: Class 2 contains 18066 members Entering Unmasked Estep Score: -2896300.250000 Penalty: 730.212219 Iteration 56Q: 3 clusters Score -2896300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45761 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -2896302.250000 Penalty: 730.212219 Iteration 57Q: 3 clusters Score -2896302 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45769 members Mstep: Class 2 contains 18051 members Entering Unmasked Estep Score: -2896300.750000 Penalty: 730.212219 Iteration 58Q: 3 clusters Score -2896301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45775 members Mstep: Class 2 contains 18045 members Entering Unmasked Estep Score: -2896300.500000 Penalty: 730.212219 Iteration 59Q: 3 clusters Score -2896300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45787 members Mstep: Class 2 contains 18033 members Entering Unmasked Estep Score: -2896304.250000 Penalty: 730.212219 Iteration 60F: 3 clusters Score -2896304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45798 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -2896301.000000 Penalty: 730.212219 Iteration 61Q: 3 clusters Score -2896301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45808 members Mstep: Class 2 contains 18012 members Entering Unmasked Estep Score: -2896294.750000 Penalty: 730.212219 Iteration 62Q: 3 clusters Score -2896295 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45817 members Mstep: Class 2 contains 18003 members Entering Unmasked Estep Score: -2896297.000000 Penalty: 730.212219 Iteration 63Q: 3 clusters Score -2896297 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45834 members Mstep: Class 2 contains 17986 members Entering Unmasked Estep Score: -2896295.500000 Penalty: 730.212219 Iteration 64Q: 3 clusters Score -2896296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45847 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -2896299.500000 Penalty: 730.212219 Iteration 65Q: 3 clusters Score -2896300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45854 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -2896299.500000 Penalty: 730.212219 Iteration 66Q: 3 clusters Score -2896300 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45867 members Mstep: Class 2 contains 17953 members Entering Unmasked Estep Score: -2896299.750000 Penalty: 730.212219 Iteration 67Q: 3 clusters Score -2896300 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45878 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -2896302.750000 Penalty: 730.212219 Iteration 68Q: 3 clusters Score -2896303 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45890 members Mstep: Class 2 contains 17930 members Entering Unmasked Estep Score: -2896299.750000 Penalty: 730.212219 Iteration 69Q: 3 clusters Score -2896300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45895 members Mstep: Class 2 contains 17925 members Entering Unmasked Estep Score: -2896298.250000 Penalty: 730.212219 Iteration 70Q: 3 clusters Score -2896298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45898 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -2896296.000000 Penalty: 730.212219 Iteration 71Q: 3 clusters Score -2896296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45902 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -2896296.500000 Penalty: 730.212219 Iteration 72Q: 3 clusters Score -2896296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45908 members Mstep: Class 2 contains 17912 members Entering Unmasked Estep Score: -2896297.500000 Penalty: 730.212219 Iteration 73Q: 3 clusters Score -2896298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45912 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -2896299.250000 Penalty: 730.212219 Iteration 74Q: 3 clusters Score -2896299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45915 members Mstep: Class 2 contains 17905 members Entering Unmasked Estep Score: -2896300.000000 Penalty: 730.212219 Iteration 75Q: 3 clusters Score -2896300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45917 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -2896299.750000 Penalty: 730.212219 Iteration 76Q: 3 clusters Score -2896300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45918 members Mstep: Class 2 contains 17902 members Entering Unmasked Estep Score: -2896299.250000 Penalty: 730.212219 Iteration 77Q: 3 clusters Score -2896299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45918 members Mstep: Class 2 contains 17902 members Entering Unmasked Estep Score: -2896299.250000 Penalty: 730.212219 Iteration 78F: 3 clusters Score -2896299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 36129 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Entering Unmasked Estep Score: -18398606.000000 Penalty: 9006.969727 Splitting cluster 4 changes total score from -18394228.000000 to -18398606.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 5 (59595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59595 members Entering Unmasked Estep Score: -2732281.750000 Penalty: 362.845795 Iteration 0F: 2 clusters Score -2732282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29716 members Mstep: Class 2 contains 29879 members Entering Unmasked Estep Score: -2692069.750000 Penalty: 725.691589 Iteration 0F: 3 clusters Score -2692070 nChanged 28978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26906 members Mstep: Class 2 contains 32689 members Entering Unmasked Estep Score: -2711038.750000 Penalty: 725.691589 Iteration 1F: 3 clusters Score -2711039 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25369 members Mstep: Class 2 contains 34226 members Entering Unmasked Estep Score: -2712297.500000 Penalty: 725.691589 Iteration 2F: 3 clusters Score -2712298 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23194 members Mstep: Class 2 contains 36401 members Entering Unmasked Estep Score: -2713673.750000 Penalty: 725.691589 Iteration 3F: 3 clusters Score -2713674 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 39230 members Entering Unmasked Estep Score: -2715314.500000 Penalty: 725.691589 Iteration 4F: 3 clusters Score -2715314 nChanged 3641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16884 members Mstep: Class 2 contains 42711 members Entering Unmasked Estep Score: -2717453.500000 Penalty: 725.691589 Iteration 5F: 3 clusters Score -2717454 nChanged 4123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Mstep: Class 2 contains 46816 members Entering Unmasked Estep Score: -2720434.500000 Penalty: 725.691589 Iteration 6F: 3 clusters Score -2720434 nChanged 4351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 51167 members Entering Unmasked Estep Score: -2724103.500000 Penalty: 725.691589 Iteration 7F: 3 clusters Score -2724104 nChanged 3938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 55105 members Entering Unmasked Estep Score: -2727877.500000 Penalty: 725.691589 Iteration 8F: 3 clusters Score -2727878 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 57747 members Entering Unmasked Estep Score: -2730458.500000 Penalty: 725.691589 Iteration 9Q: 3 clusters Score -2730458 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 58891 members Entering Unmasked Estep Score: -2731476.000000 Penalty: 725.691589 Iteration 10Q: 3 clusters Score -2731476 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 59304 members Entering Unmasked Estep Score: -2731828.750000 Penalty: 725.691589 Iteration 11Q: 3 clusters Score -2731829 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 59437 members Entering Unmasked Estep Score: -2731936.500000 Penalty: 725.691589 Iteration 12Q: 3 clusters Score -2731936 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 59485 members Entering Unmasked Estep Score: -2731986.250000 Penalty: 725.691589 Iteration 13Q: 3 clusters Score -2731986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 59491 members Entering Unmasked Estep Score: -2732011.500000 Penalty: 725.691589 Iteration 14Q: 3 clusters Score -2732012 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 59493 members Entering Unmasked Estep Score: -2732026.000000 Penalty: 725.691589 Iteration 15Q: 3 clusters Score -2732026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 59493 members Entering Unmasked Estep Score: -2732036.250000 Penalty: 725.691589 Iteration 16Q: 3 clusters Score -2732036 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 59494 members Entering Unmasked Estep Score: -2732047.250000 Penalty: 725.691589 Iteration 17Q: 3 clusters Score -2732047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 59497 members Entering Unmasked Estep Score: -2732052.000000 Penalty: 725.691589 Iteration 18Q: 3 clusters Score -2732052 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 59498 members Entering Unmasked Estep Score: -2732059.000000 Penalty: 725.691589 Iteration 19Q: 3 clusters Score -2732059 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 59493 members Entering Unmasked Estep Score: -2732064.500000 Penalty: 725.691589 Iteration 20F: 3 clusters Score -2732064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 59489 members Entering Unmasked Estep Score: -2732067.750000 Penalty: 725.691589 Iteration 21Q: 3 clusters Score -2732068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 59484 members Entering Unmasked Estep Score: -2732072.500000 Penalty: 725.691589 Iteration 22Q: 3 clusters Score -2732072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 59481 members Entering Unmasked Estep Score: -2732076.500000 Penalty: 725.691589 Iteration 23Q: 3 clusters Score -2732076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 59481 members Entering Unmasked Estep Score: -2732086.500000 Penalty: 725.691589 Iteration 24Q: 3 clusters Score -2732086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 59484 members Entering Unmasked Estep Score: -2732086.000000 Penalty: 725.691589 Iteration 25Q: 3 clusters Score -2732086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 59487 members Entering Unmasked Estep Score: -2732086.000000 Penalty: 725.691589 Iteration 26Q: 3 clusters Score -2732086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 59486 members Entering Unmasked Estep Score: -2732088.500000 Penalty: 725.691589 Iteration 27Q: 3 clusters Score -2732088 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 59486 members Entering Unmasked Estep Score: -2732088.500000 Penalty: 725.691589 Iteration 28F: 3 clusters Score -2732088 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (36129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36129 members Entering Unmasked Estep Score: -1640303.500000 Penalty: 346.330078 Iteration 0F: 2 clusters Score -1640304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18132 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -1616086.875000 Penalty: 692.660156 Iteration 0F: 3 clusters Score -1616087 nChanged 17604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -1628340.250000 Penalty: 692.660156 Iteration 1F: 3 clusters Score -1628340 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -1631421.375000 Penalty: 692.660156 Iteration 2F: 3 clusters Score -1631421 nChanged 3588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24050 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -1634833.000000 Penalty: 692.660156 Iteration 3F: 3 clusters Score -1634833 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26100 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1637720.375000 Penalty: 692.660156 Iteration 4F: 3 clusters Score -1637720 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27515 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1639937.250000 Penalty: 692.660156 Iteration 5F: 3 clusters Score -1639937 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28270 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1641420.125000 Penalty: 692.660156 Iteration 6Q: 3 clusters Score -1641420 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28554 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1642452.000000 Penalty: 692.660156 Iteration 7Q: 3 clusters Score -1642452 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28542 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1643287.750000 Penalty: 692.660156 Iteration 8Q: 3 clusters Score -1643288 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28483 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -1643713.500000 Penalty: 692.660156 Iteration 9Q: 3 clusters Score -1643714 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28417 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -1643948.000000 Penalty: 692.660156 Iteration 10Q: 3 clusters Score -1643948 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28351 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -1644066.000000 Penalty: 692.660156 Iteration 11Q: 3 clusters Score -1644066 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -1644115.625000 Penalty: 692.660156 Iteration 12Q: 3 clusters Score -1644116 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28384 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1644125.500000 Penalty: 692.660156 Iteration 13Q: 3 clusters Score -1644126 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28420 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -1644128.500000 Penalty: 692.660156 Iteration 14Q: 3 clusters Score -1644128 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28447 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1644139.250000 Penalty: 692.660156 Iteration 15Q: 3 clusters Score -1644139 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28473 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -1644141.000000 Penalty: 692.660156 Iteration 16Q: 3 clusters Score -1644141 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28495 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1644139.875000 Penalty: 692.660156 Iteration 17Q: 3 clusters Score -1644140 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28514 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -1644142.000000 Penalty: 692.660156 Iteration 18Q: 3 clusters Score -1644142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28527 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1644143.000000 Penalty: 692.660156 Iteration 19Q: 3 clusters Score -1644143 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28537 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1644139.500000 Penalty: 692.660156 Iteration 20F: 3 clusters Score -1644140 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28549 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -1644141.625000 Penalty: 692.660156 Iteration 21Q: 3 clusters Score -1644142 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28561 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -1644142.625000 Penalty: 692.660156 Iteration 22Q: 3 clusters Score -1644143 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28572 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1644140.875000 Penalty: 692.660156 Iteration 23Q: 3 clusters Score -1644141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28579 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -1644143.000000 Penalty: 692.660156 Iteration 24Q: 3 clusters Score -1644143 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28586 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1644141.750000 Penalty: 692.660156 Iteration 25Q: 3 clusters Score -1644142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1644143.250000 Penalty: 692.660156 Iteration 26Q: 3 clusters Score -1644143 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28595 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -1644145.250000 Penalty: 692.660156 Iteration 27Q: 3 clusters Score -1644145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28596 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -1644145.125000 Penalty: 692.660156 Iteration 28Q: 3 clusters Score -1644145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28598 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1644143.500000 Penalty: 692.660156 Iteration 29Q: 3 clusters Score -1644144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28599 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1644143.875000 Penalty: 692.660156 Iteration 30Q: 3 clusters Score -1644144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28599 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1644143.875000 Penalty: 692.660156 Iteration 31F: 3 clusters Score -1644144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Entering Unmasked Estep Score: -18402394.000000 Penalty: 9435.873047 Splitting cluster 6 changes total score from -18394228.000000 to -18402394.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (12941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Entering Unmasked Estep Score: -592847.312500 Penalty: 312.449158 Iteration 0F: 2 clusters Score -592847.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -584242.812500 Penalty: 624.898315 Iteration 0F: 3 clusters Score -584242.8 nChanged 6173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -587982.187500 Penalty: 624.898315 Iteration 1F: 3 clusters Score -587982.2 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -588469.375000 Penalty: 624.898315 Iteration 2F: 3 clusters Score -588469.4 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -589199.062500 Penalty: 624.898315 Iteration 3F: 3 clusters Score -589199.1 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -590281.312500 Penalty: 624.898315 Iteration 4F: 3 clusters Score -590281.3 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -591545.250000 Penalty: 624.898315 Iteration 5F: 3 clusters Score -591545.2 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 11435 members Entering Unmasked Estep Score: -592418.937500 Penalty: 624.898315 Iteration 6F: 3 clusters Score -592418.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -592850.750000 Penalty: 624.898315 Iteration 7Q: 3 clusters Score -592850.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -592970.312500 Penalty: 624.898315 Iteration 8Q: 3 clusters Score -592970.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -593022.187500 Penalty: 624.898315 Iteration 9Q: 3 clusters Score -593022.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -593056.000000 Penalty: 624.898315 Iteration 10Q: 3 clusters Score -593056 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -593087.875000 Penalty: 624.898315 Iteration 11Q: 3 clusters Score -593087.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 11463 members Entering Unmasked Estep Score: -593115.500000 Penalty: 624.898315 Iteration 12Q: 3 clusters Score -593115.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -593143.562500 Penalty: 624.898315 Iteration 13Q: 3 clusters Score -593143.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -593157.750000 Penalty: 624.898315 Iteration 14Q: 3 clusters Score -593157.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -593175.375000 Penalty: 624.898315 Iteration 15Q: 3 clusters Score -593175.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -593188.625000 Penalty: 624.898315 Iteration 16Q: 3 clusters Score -593188.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -593205.625000 Penalty: 624.898315 Iteration 17Q: 3 clusters Score -593205.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 11299 members Entering Unmasked Estep Score: -593217.437500 Penalty: 624.898315 Iteration 18Q: 3 clusters Score -593217.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -593229.312500 Penalty: 624.898315 Iteration 19Q: 3 clusters Score -593229.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -593254.312500 Penalty: 624.898315 Iteration 20F: 3 clusters Score -593254.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -593275.500000 Penalty: 624.898315 Iteration 21Q: 3 clusters Score -593275.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -593301.875000 Penalty: 624.898315 Iteration 22Q: 3 clusters Score -593301.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -593329.875000 Penalty: 624.898315 Iteration 23Q: 3 clusters Score -593329.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -593346.562500 Penalty: 624.898315 Iteration 24Q: 3 clusters Score -593346.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -593363.062500 Penalty: 624.898315 Iteration 25Q: 3 clusters Score -593363.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -593378.937500 Penalty: 624.898315 Iteration 26Q: 3 clusters Score -593378.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -593393.187500 Penalty: 624.898315 Iteration 27Q: 3 clusters Score -593393.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -593405.562500 Penalty: 624.898315 Iteration 28Q: 3 clusters Score -593405.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 10791 members Entering Unmasked Estep Score: -593413.812500 Penalty: 624.898315 Iteration 29Q: 3 clusters Score -593413.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -593417.062500 Penalty: 624.898315 Iteration 30Q: 3 clusters Score -593417.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 10736 members Entering Unmasked Estep Score: -593420.812500 Penalty: 624.898315 Iteration 31Q: 3 clusters Score -593420.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -593422.625000 Penalty: 624.898315 Iteration 32Q: 3 clusters Score -593422.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -593422.187500 Penalty: 624.898315 Iteration 33Q: 3 clusters Score -593422.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 10696 members Entering Unmasked Estep Score: -593423.750000 Penalty: 624.898315 Iteration 34Q: 3 clusters Score -593423.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -593423.750000 Penalty: 624.898315 Iteration 35Q: 3 clusters Score -593423.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -593424.312500 Penalty: 624.898315 Iteration 36Q: 3 clusters Score -593424.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -593424.687500 Penalty: 624.898315 Iteration 37Q: 3 clusters Score -593424.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -593426.437500 Penalty: 624.898315 Iteration 38Q: 3 clusters Score -593426.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -593426.375000 Penalty: 624.898315 Iteration 39Q: 3 clusters Score -593426.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -593428.250000 Penalty: 624.898315 Iteration 40F: 3 clusters Score -593428.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -593427.625000 Penalty: 624.898315 Iteration 41Q: 3 clusters Score -593427.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 10650 members Entering Unmasked Estep Score: -593427.187500 Penalty: 624.898315 Iteration 42Q: 3 clusters Score -593427.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -593428.250000 Penalty: 624.898315 Iteration 43Q: 3 clusters Score -593428.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -593428.750000 Penalty: 624.898315 Iteration 44Q: 3 clusters Score -593428.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 10623 members Entering Unmasked Estep Score: -593428.875000 Penalty: 624.898315 Iteration 45Q: 3 clusters Score -593428.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -593429.250000 Penalty: 624.898315 Iteration 46Q: 3 clusters Score -593429.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -593431.062500 Penalty: 624.898315 Iteration 47Q: 3 clusters Score -593431.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -593431.875000 Penalty: 624.898315 Iteration 48Q: 3 clusters Score -593431.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -593431.125000 Penalty: 624.898315 Iteration 49Q: 3 clusters Score -593431.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -593431.125000 Penalty: 624.898315 Iteration 50Q: 3 clusters Score -593431.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 10586 members Entering Unmasked Estep Score: -593431.062500 Penalty: 624.898315 Iteration 51Q: 3 clusters Score -593431.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -593432.812500 Penalty: 624.898315 Iteration 52Q: 3 clusters Score -593432.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -593432.625000 Penalty: 624.898315 Iteration 53Q: 3 clusters Score -593432.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -593432.312500 Penalty: 624.898315 Iteration 54Q: 3 clusters Score -593432.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -593432.125000 Penalty: 624.898315 Iteration 55Q: 3 clusters Score -593432.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -593434.625000 Penalty: 624.898315 Iteration 56Q: 3 clusters Score -593434.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -593434.687500 Penalty: 624.898315 Iteration 57Q: 3 clusters Score -593434.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -593433.187500 Penalty: 624.898315 Iteration 58Q: 3 clusters Score -593433.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -593436.750000 Penalty: 624.898315 Iteration 59Q: 3 clusters Score -593436.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -593437.437500 Penalty: 624.898315 Iteration 60F: 3 clusters Score -593437.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -593438.875000 Penalty: 624.898315 Iteration 61Q: 3 clusters Score -593438.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -593439.687500 Penalty: 624.898315 Iteration 62Q: 3 clusters Score -593439.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -593441.000000 Penalty: 624.898315 Iteration 63Q: 3 clusters Score -593441 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -593444.750000 Penalty: 624.898315 Iteration 64Q: 3 clusters Score -593444.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -593447.812500 Penalty: 624.898315 Iteration 65Q: 3 clusters Score -593447.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -593449.625000 Penalty: 624.898315 Iteration 66Q: 3 clusters Score -593449.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -593448.437500 Penalty: 624.898315 Iteration 67Q: 3 clusters Score -593448.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -593450.625000 Penalty: 624.898315 Iteration 68Q: 3 clusters Score -593450.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -593452.375000 Penalty: 624.898315 Iteration 69Q: 3 clusters Score -593452.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -593452.687500 Penalty: 624.898315 Iteration 70Q: 3 clusters Score -593452.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -593452.937500 Penalty: 624.898315 Iteration 71Q: 3 clusters Score -593452.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -593453.500000 Penalty: 624.898315 Iteration 72Q: 3 clusters Score -593453.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -593456.437500 Penalty: 624.898315 Iteration 73Q: 3 clusters Score -593456.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -593455.937500 Penalty: 624.898315 Iteration 74Q: 3 clusters Score -593455.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -593458.187500 Penalty: 624.898315 Iteration 75Q: 3 clusters Score -593458.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -593460.375000 Penalty: 624.898315 Iteration 76Q: 3 clusters Score -593460.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -593462.750000 Penalty: 624.898315 Iteration 77Q: 3 clusters Score -593462.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -593463.000000 Penalty: 624.898315 Iteration 78Q: 3 clusters Score -593463 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -593462.437500 Penalty: 624.898315 Iteration 79Q: 3 clusters Score -593462.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -593463.437500 Penalty: 624.898315 Iteration 80F: 3 clusters Score -593463.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -593465.875000 Penalty: 624.898315 Iteration 81Q: 3 clusters Score -593465.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -593467.000000 Penalty: 624.898315 Iteration 82Q: 3 clusters Score -593467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -593466.875000 Penalty: 624.898315 Iteration 83Q: 3 clusters Score -593466.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -593467.562500 Penalty: 624.898315 Iteration 84Q: 3 clusters Score -593467.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -593468.312500 Penalty: 624.898315 Iteration 85Q: 3 clusters Score -593468.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -593469.312500 Penalty: 624.898315 Iteration 86Q: 3 clusters Score -593469.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -593470.250000 Penalty: 624.898315 Iteration 87Q: 3 clusters Score -593470.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -593471.625000 Penalty: 624.898315 Iteration 88Q: 3 clusters Score -593471.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -593474.125000 Penalty: 624.898315 Iteration 89Q: 3 clusters Score -593474.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 10082 members Entering Unmasked Estep Score: -593474.500000 Penalty: 624.898315 Iteration 90Q: 3 clusters Score -593474.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -593475.000000 Penalty: 624.898315 Iteration 91Q: 3 clusters Score -593475 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -593475.625000 Penalty: 624.898315 Iteration 92Q: 3 clusters Score -593475.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -593478.125000 Penalty: 624.898315 Iteration 93Q: 3 clusters Score -593478.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -593478.625000 Penalty: 624.898315 Iteration 94Q: 3 clusters Score -593478.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -593478.937500 Penalty: 624.898315 Iteration 95Q: 3 clusters Score -593478.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -593480.500000 Penalty: 624.898315 Iteration 96Q: 3 clusters Score -593480.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -593480.875000 Penalty: 624.898315 Iteration 97Q: 3 clusters Score -593480.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -593481.562500 Penalty: 624.898315 Iteration 98Q: 3 clusters Score -593481.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -593484.812500 Penalty: 624.898315 Iteration 99Q: 3 clusters Score -593484.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -593484.687500 Penalty: 624.898315 Iteration 100F: 3 clusters Score -593484.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -593485.750000 Penalty: 624.898315 Iteration 101Q: 3 clusters Score -593485.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -593486.812500 Penalty: 624.898315 Iteration 102Q: 3 clusters Score -593486.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -593485.812500 Penalty: 624.898315 Iteration 103Q: 3 clusters Score -593485.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -593486.500000 Penalty: 624.898315 Iteration 104Q: 3 clusters Score -593486.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -593488.125000 Penalty: 624.898315 Iteration 105Q: 3 clusters Score -593488.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -593487.937500 Penalty: 624.898315 Iteration 106Q: 3 clusters Score -593487.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -593489.437500 Penalty: 624.898315 Iteration 107Q: 3 clusters Score -593489.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -593489.750000 Penalty: 624.898315 Iteration 108Q: 3 clusters Score -593489.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -593489.375000 Penalty: 624.898315 Iteration 109Q: 3 clusters Score -593489.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -593488.625000 Penalty: 624.898315 Iteration 110Q: 3 clusters Score -593488.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -593489.000000 Penalty: 624.898315 Iteration 111Q: 3 clusters Score -593489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -593489.187500 Penalty: 624.898315 Iteration 112Q: 3 clusters Score -593489.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -593487.250000 Penalty: 624.898315 Iteration 113Q: 3 clusters Score -593487.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -593489.312500 Penalty: 624.898315 Iteration 114Q: 3 clusters Score -593489.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -593488.937500 Penalty: 624.898315 Iteration 115Q: 3 clusters Score -593488.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -593491.187500 Penalty: 624.898315 Iteration 116Q: 3 clusters Score -593491.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -593492.187500 Penalty: 624.898315 Iteration 117Q: 3 clusters Score -593492.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -593494.000000 Penalty: 624.898315 Iteration 118Q: 3 clusters Score -593494 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -593495.250000 Penalty: 624.898315 Iteration 119Q: 3 clusters Score -593495.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -593496.125000 Penalty: 624.898315 Iteration 120F: 3 clusters Score -593496.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -593498.375000 Penalty: 624.898315 Iteration 121Q: 3 clusters Score -593498.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -593501.437500 Penalty: 624.898315 Iteration 122Q: 3 clusters Score -593501.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -593501.312500 Penalty: 624.898315 Iteration 123Q: 3 clusters Score -593501.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 9678 members Entering Unmasked Estep Score: -593503.625000 Penalty: 624.898315 Iteration 124Q: 3 clusters Score -593503.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -593504.062500 Penalty: 624.898315 Iteration 125Q: 3 clusters Score -593504.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -593504.437500 Penalty: 624.898315 Iteration 126Q: 3 clusters Score -593504.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -593505.875000 Penalty: 624.898315 Iteration 127Q: 3 clusters Score -593505.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -593505.187500 Penalty: 624.898315 Iteration 128Q: 3 clusters Score -593505.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -593506.875000 Penalty: 624.898315 Iteration 129Q: 3 clusters Score -593506.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -593508.062500 Penalty: 624.898315 Iteration 130Q: 3 clusters Score -593508.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -593508.312500 Penalty: 624.898315 Iteration 131Q: 3 clusters Score -593508.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -593509.625000 Penalty: 624.898315 Iteration 132Q: 3 clusters Score -593509.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -593509.437500 Penalty: 624.898315 Iteration 133Q: 3 clusters Score -593509.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -593509.375000 Penalty: 624.898315 Iteration 134Q: 3 clusters Score -593509.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -593509.375000 Penalty: 624.898315 Iteration 135F: 3 clusters Score -593509.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 6838 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Entering Unmasked Estep Score: -18402906.000000 Penalty: 9864.776367 Splitting cluster 7 changes total score from -18394228.000000 to -18402906.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 8 (6838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Entering Unmasked Estep Score: -293781.093750 Penalty: 291.398285 Iteration 0F: 2 clusters Score -293781.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -289278.281250 Penalty: 582.796570 Iteration 0F: 3 clusters Score -289278.3 nChanged 3158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -291561.843750 Penalty: 582.796570 Iteration 1F: 3 clusters Score -291561.8 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -292119.187500 Penalty: 582.796570 Iteration 2F: 3 clusters Score -292119.2 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -292678.718750 Penalty: 582.796570 Iteration 3F: 3 clusters Score -292678.7 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -293241.343750 Penalty: 582.796570 Iteration 4F: 3 clusters Score -293241.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -293784.750000 Penalty: 582.796570 Iteration 5F: 3 clusters Score -293784.8 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -294222.375000 Penalty: 582.796570 Iteration 6F: 3 clusters Score -294222.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -294580.687500 Penalty: 582.796570 Iteration 7Q: 3 clusters Score -294580.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -294977.843750 Penalty: 582.796570 Iteration 8Q: 3 clusters Score -294977.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -295496.187500 Penalty: 582.796570 Iteration 9Q: 3 clusters Score -295496.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -295911.593750 Penalty: 582.796570 Iteration 10Q: 3 clusters Score -295911.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -295979.906250 Penalty: 582.796570 Iteration 11Q: 3 clusters Score -295979.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -295987.312500 Penalty: 582.796570 Iteration 12Q: 3 clusters Score -295987.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -295990.281250 Penalty: 582.796570 Iteration 13Q: 3 clusters Score -295990.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -295990.875000 Penalty: 582.796570 Iteration 14Q: 3 clusters Score -295990.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -295991.468750 Penalty: 582.796570 Iteration 15Q: 3 clusters Score -295991.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -295993.281250 Penalty: 582.796570 Iteration 16Q: 3 clusters Score -295993.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -295993.500000 Penalty: 582.796570 Iteration 17Q: 3 clusters Score -295993.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -295995.281250 Penalty: 582.796570 Iteration 18Q: 3 clusters Score -295995.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -295998.906250 Penalty: 582.796570 Iteration 19Q: 3 clusters Score -295998.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -296003.250000 Penalty: 582.796570 Iteration 20F: 3 clusters Score -296003.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -296008.250000 Penalty: 582.796570 Iteration 21Q: 3 clusters Score -296008.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -296019.562500 Penalty: 582.796570 Iteration 22Q: 3 clusters Score -296019.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -296035.906250 Penalty: 582.796570 Iteration 23Q: 3 clusters Score -296035.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -296055.312500 Penalty: 582.796570 Iteration 24Q: 3 clusters Score -296055.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -296074.937500 Penalty: 582.796570 Iteration 25Q: 3 clusters Score -296074.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -296083.343750 Penalty: 582.796570 Iteration 26Q: 3 clusters Score -296083.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -296092.625000 Penalty: 582.796570 Iteration 27Q: 3 clusters Score -296092.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -296109.312500 Penalty: 582.796570 Iteration 28Q: 3 clusters Score -296109.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -296136.937500 Penalty: 582.796570 Iteration 29Q: 3 clusters Score -296136.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -296170.625000 Penalty: 582.796570 Iteration 30Q: 3 clusters Score -296170.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -296223.500000 Penalty: 582.796570 Iteration 31Q: 3 clusters Score -296223.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -296296.093750 Penalty: 582.796570 Iteration 32Q: 3 clusters Score -296296.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -296352.031250 Penalty: 582.796570 Iteration 33Q: 3 clusters Score -296352 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -296364.875000 Penalty: 582.796570 Iteration 34Q: 3 clusters Score -296364.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -296370.562500 Penalty: 582.796570 Iteration 35Q: 3 clusters Score -296370.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -296373.406250 Penalty: 582.796570 Iteration 36Q: 3 clusters Score -296373.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -296377.218750 Penalty: 582.796570 Iteration 37Q: 3 clusters Score -296377.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -296381.250000 Penalty: 582.796570 Iteration 38Q: 3 clusters Score -296381.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -296384.000000 Penalty: 582.796570 Iteration 39Q: 3 clusters Score -296384 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -296388.187500 Penalty: 582.796570 Iteration 40F: 3 clusters Score -296388.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -296393.531250 Penalty: 582.796570 Iteration 41Q: 3 clusters Score -296393.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -296398.156250 Penalty: 582.796570 Iteration 42Q: 3 clusters Score -296398.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -296402.500000 Penalty: 582.796570 Iteration 43Q: 3 clusters Score -296402.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -296407.031250 Penalty: 582.796570 Iteration 44Q: 3 clusters Score -296407 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -296409.875000 Penalty: 582.796570 Iteration 45Q: 3 clusters Score -296409.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -296411.875000 Penalty: 582.796570 Iteration 46Q: 3 clusters Score -296411.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -296414.656250 Penalty: 582.796570 Iteration 47Q: 3 clusters Score -296414.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -296416.531250 Penalty: 582.796570 Iteration 48Q: 3 clusters Score -296416.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -296417.781250 Penalty: 582.796570 Iteration 49Q: 3 clusters Score -296417.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -296419.968750 Penalty: 582.796570 Iteration 50Q: 3 clusters Score -296420 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -296421.843750 Penalty: 582.796570 Iteration 51Q: 3 clusters Score -296421.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -296422.562500 Penalty: 582.796570 Iteration 52Q: 3 clusters Score -296422.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -296422.625000 Penalty: 582.796570 Iteration 53Q: 3 clusters Score -296422.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -296423.968750 Penalty: 582.796570 Iteration 54Q: 3 clusters Score -296424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -296426.187500 Penalty: 582.796570 Iteration 55Q: 3 clusters Score -296426.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -296427.437500 Penalty: 582.796570 Iteration 56Q: 3 clusters Score -296427.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -296431.000000 Penalty: 582.796570 Iteration 57Q: 3 clusters Score -296431 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -296434.218750 Penalty: 582.796570 Iteration 58Q: 3 clusters Score -296434.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -296437.593750 Penalty: 582.796570 Iteration 59Q: 3 clusters Score -296437.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -296442.468750 Penalty: 582.796570 Iteration 60F: 3 clusters Score -296442.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -296447.156250 Penalty: 582.796570 Iteration 61Q: 3 clusters Score -296447.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -296452.500000 Penalty: 582.796570 Iteration 62Q: 3 clusters Score -296452.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -296462.875000 Penalty: 582.796570 Iteration 63Q: 3 clusters Score -296462.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -296473.750000 Penalty: 582.796570 Iteration 64Q: 3 clusters Score -296473.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -296489.375000 Penalty: 582.796570 Iteration 65Q: 3 clusters Score -296489.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -296501.812500 Penalty: 582.796570 Iteration 66Q: 3 clusters Score -296501.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -296509.718750 Penalty: 582.796570 Iteration 67Q: 3 clusters Score -296509.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -296514.562500 Penalty: 582.796570 Iteration 68Q: 3 clusters Score -296514.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -296517.125000 Penalty: 582.796570 Iteration 69Q: 3 clusters Score -296517.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -296522.875000 Penalty: 582.796570 Iteration 70Q: 3 clusters Score -296522.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -296529.593750 Penalty: 582.796570 Iteration 71Q: 3 clusters Score -296529.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -296534.906250 Penalty: 582.796570 Iteration 72Q: 3 clusters Score -296534.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -296538.968750 Penalty: 582.796570 Iteration 73Q: 3 clusters Score -296539 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -296543.437500 Penalty: 582.796570 Iteration 74Q: 3 clusters Score -296543.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -296547.562500 Penalty: 582.796570 Iteration 75Q: 3 clusters Score -296547.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -296549.875000 Penalty: 582.796570 Iteration 76Q: 3 clusters Score -296549.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -296554.625000 Penalty: 582.796570 Iteration 77Q: 3 clusters Score -296554.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -296558.687500 Penalty: 582.796570 Iteration 78Q: 3 clusters Score -296558.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -296561.656250 Penalty: 582.796570 Iteration 79Q: 3 clusters Score -296561.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -296564.093750 Penalty: 582.796570 Iteration 80F: 3 clusters Score -296564.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -296565.000000 Penalty: 582.796570 Iteration 81Q: 3 clusters Score -296565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -296564.593750 Penalty: 582.796570 Iteration 82Q: 3 clusters Score -296564.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -296564.593750 Penalty: 582.796570 Iteration 83F: 3 clusters Score -296564.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 47393 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Entering Unmasked Estep Score: -18405542.000000 Penalty: 10293.679688 Splitting cluster 8 changes total score from -18394228.000000 to -18405542.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 9 (47393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47393 members Entering Unmasked Estep Score: -2165172.750000 Penalty: 355.285583 Iteration 0F: 2 clusters Score -2165173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 23711 members Entering Unmasked Estep Score: -2133589.000000 Penalty: 710.571167 Iteration 0F: 3 clusters Score -2133589 nChanged 23127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25337 members Mstep: Class 2 contains 22056 members Entering Unmasked Estep Score: -2154463.000000 Penalty: 710.571167 Iteration 1F: 3 clusters Score -2154463 nChanged 6450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28371 members Mstep: Class 2 contains 19022 members Entering Unmasked Estep Score: -2164236.000000 Penalty: 710.571167 Iteration 2F: 3 clusters Score -2164236 nChanged 5570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31723 members Mstep: Class 2 contains 15670 members Entering Unmasked Estep Score: -2170837.750000 Penalty: 710.571167 Iteration 3F: 3 clusters Score -2170838 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33432 members Mstep: Class 2 contains 13961 members Entering Unmasked Estep Score: -2173164.500000 Penalty: 710.571167 Iteration 4F: 3 clusters Score -2173164 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34104 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -2173705.000000 Penalty: 710.571167 Iteration 5Q: 3 clusters Score -2173705 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34534 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -2173902.500000 Penalty: 710.571167 Iteration 6Q: 3 clusters Score -2173902 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34869 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -2173994.000000 Penalty: 710.571167 Iteration 7Q: 3 clusters Score -2173994 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35144 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -2174065.750000 Penalty: 710.571167 Iteration 8Q: 3 clusters Score -2174066 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35405 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -2174119.250000 Penalty: 710.571167 Iteration 9Q: 3 clusters Score -2174119 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35666 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -2174194.500000 Penalty: 710.571167 Iteration 10Q: 3 clusters Score -2174194 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35924 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -2174254.000000 Penalty: 710.571167 Iteration 11Q: 3 clusters Score -2174254 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36162 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -2174309.500000 Penalty: 710.571167 Iteration 12Q: 3 clusters Score -2174310 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36382 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -2174359.000000 Penalty: 710.571167 Iteration 13Q: 3 clusters Score -2174359 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36591 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -2174396.750000 Penalty: 710.571167 Iteration 14Q: 3 clusters Score -2174397 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36787 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -2174425.250000 Penalty: 710.571167 Iteration 15Q: 3 clusters Score -2174425 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36966 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -2174473.250000 Penalty: 710.571167 Iteration 16Q: 3 clusters Score -2174473 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37165 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -2174518.250000 Penalty: 710.571167 Iteration 17Q: 3 clusters Score -2174518 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37356 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -2174563.750000 Penalty: 710.571167 Iteration 18Q: 3 clusters Score -2174564 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37528 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -2174598.000000 Penalty: 710.571167 Iteration 19Q: 3 clusters Score -2174598 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37662 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -2174628.250000 Penalty: 710.571167 Iteration 20F: 3 clusters Score -2174628 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37809 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -2174665.000000 Penalty: 710.571167 Iteration 21Q: 3 clusters Score -2174665 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37963 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -2174705.500000 Penalty: 710.571167 Iteration 22Q: 3 clusters Score -2174706 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38113 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -2174747.000000 Penalty: 710.571167 Iteration 23Q: 3 clusters Score -2174747 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38268 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -2174785.000000 Penalty: 710.571167 Iteration 24Q: 3 clusters Score -2174785 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38430 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -2174839.750000 Penalty: 710.571167 Iteration 25Q: 3 clusters Score -2174840 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38610 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -2174930.000000 Penalty: 710.571167 Iteration 26Q: 3 clusters Score -2174930 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38812 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -2175043.000000 Penalty: 710.571167 Iteration 27Q: 3 clusters Score -2175043 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39022 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -2175224.750000 Penalty: 710.571167 Iteration 28Q: 3 clusters Score -2175225 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39272 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -2175508.250000 Penalty: 710.571167 Iteration 29Q: 3 clusters Score -2175508 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39527 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2175771.250000 Penalty: 710.571167 Iteration 30Q: 3 clusters Score -2175771 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39750 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -2175965.000000 Penalty: 710.571167 Iteration 31Q: 3 clusters Score -2175965 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39917 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -2176025.000000 Penalty: 710.571167 Iteration 32Q: 3 clusters Score -2176025 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40034 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -2176042.250000 Penalty: 710.571167 Iteration 33Q: 3 clusters Score -2176042 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -2176054.500000 Penalty: 710.571167 Iteration 34Q: 3 clusters Score -2176054 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40175 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -2176065.250000 Penalty: 710.571167 Iteration 35Q: 3 clusters Score -2176065 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40213 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2176068.750000 Penalty: 710.571167 Iteration 36Q: 3 clusters Score -2176069 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40232 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -2176068.750000 Penalty: 710.571167 Iteration 37Q: 3 clusters Score -2176069 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40247 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -2176066.750000 Penalty: 710.571167 Iteration 38Q: 3 clusters Score -2176067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40261 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -2176070.000000 Penalty: 710.571167 Iteration 39Q: 3 clusters Score -2176070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40268 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -2176072.000000 Penalty: 710.571167 Iteration 40F: 3 clusters Score -2176072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40277 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -2176075.750000 Penalty: 710.571167 Iteration 41Q: 3 clusters Score -2176076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40282 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -2176073.750000 Penalty: 710.571167 Iteration 42Q: 3 clusters Score -2176074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40284 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -2176074.750000 Penalty: 710.571167 Iteration 43Q: 3 clusters Score -2176075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40284 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -2176074.750000 Penalty: 710.571167 Iteration 44F: 3 clusters Score -2176075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Entering Unmasked Estep Score: -18416354.000000 Penalty: 10722.583008 Splitting cluster 9 changes total score from -18394228.000000 to -18416354.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 12 (1728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Entering Unmasked Estep Score: -52419.027344 Penalty: 246.005768 Iteration 0F: 2 clusters Score -52419.03 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 883 members Entering Unmasked Estep Score: -51356.199219 Penalty: 492.011536 Iteration 0F: 3 clusters Score -51356.2 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -52165.214844 Penalty: 492.011536 Iteration 1F: 3 clusters Score -52165.21 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -52472.710938 Penalty: 492.011536 Iteration 2F: 3 clusters Score -52472.71 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -52776.230469 Penalty: 492.011536 Iteration 3F: 3 clusters Score -52776.23 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -53070.679688 Penalty: 492.011536 Iteration 4F: 3 clusters Score -53070.68 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -53404.976562 Penalty: 492.011536 Iteration 5F: 3 clusters Score -53404.98 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -53707.074219 Penalty: 492.011536 Iteration 6Q: 3 clusters Score -53707.07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -53804.906250 Penalty: 492.011536 Iteration 7Q: 3 clusters Score -53804.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -53832.183594 Penalty: 492.011536 Iteration 8Q: 3 clusters Score -53832.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -53856.347656 Penalty: 492.011536 Iteration 9Q: 3 clusters Score -53856.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -53864.593750 Penalty: 492.011536 Iteration 10Q: 3 clusters Score -53864.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -53868.039062 Penalty: 492.011536 Iteration 11Q: 3 clusters Score -53868.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -53868.925781 Penalty: 492.011536 Iteration 12Q: 3 clusters Score -53868.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -53869.628906 Penalty: 492.011536 Iteration 13Q: 3 clusters Score -53869.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -53870.132812 Penalty: 492.011536 Iteration 14F: 3 clusters Score -53870.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -53871.042969 Penalty: 492.011536 Iteration 15Q: 3 clusters Score -53871.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -53871.359375 Penalty: 492.011536 Iteration 16Q: 3 clusters Score -53871.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -53871.429688 Penalty: 492.011536 Iteration 17Q: 3 clusters Score -53871.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -53871.546875 Penalty: 492.011536 Iteration 18Q: 3 clusters Score -53871.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -53871.546875 Penalty: 492.011536 Iteration 19F: 3 clusters Score -53871.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 2932 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Entering Unmasked Estep Score: -18417642.000000 Penalty: 11151.486328 Splitting cluster 12 changes total score from -18394228.000000 to -18417642.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (2932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Entering Unmasked Estep Score: -93089.296875 Penalty: 263.453522 Iteration 0F: 2 clusters Score -93089.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -91187.609375 Penalty: 526.907043 Iteration 0F: 3 clusters Score -91187.61 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -92389.171875 Penalty: 526.907043 Iteration 1F: 3 clusters Score -92389.17 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -92719.851562 Penalty: 526.907043 Iteration 2F: 3 clusters Score -92719.85 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -93000.367188 Penalty: 526.907043 Iteration 3F: 3 clusters Score -93000.37 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -93287.093750 Penalty: 526.907043 Iteration 4F: 3 clusters Score -93287.09 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -93541.710938 Penalty: 526.907043 Iteration 5F: 3 clusters Score -93541.71 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -93651.609375 Penalty: 526.907043 Iteration 6Q: 3 clusters Score -93651.61 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -93689.421875 Penalty: 526.907043 Iteration 7Q: 3 clusters Score -93689.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -93711.023438 Penalty: 526.907043 Iteration 8Q: 3 clusters Score -93711.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -93725.109375 Penalty: 526.907043 Iteration 9Q: 3 clusters Score -93725.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -93731.593750 Penalty: 526.907043 Iteration 10Q: 3 clusters Score -93731.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -93735.234375 Penalty: 526.907043 Iteration 11Q: 3 clusters Score -93735.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -93736.710938 Penalty: 526.907043 Iteration 12Q: 3 clusters Score -93736.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -93737.359375 Penalty: 526.907043 Iteration 13Q: 3 clusters Score -93737.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -93737.359375 Penalty: 526.907043 Iteration 14F: 3 clusters Score -93737.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 38386 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Entering Unmasked Estep Score: -18418132.000000 Penalty: 11580.389648 Splitting cluster 13 changes total score from -18394228.000000 to -18418132.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 14 (38386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38386 members Entering Unmasked Estep Score: -1707678.250000 Penalty: 348.329803 Iteration 0F: 2 clusters Score -1707678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19259 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -1681910.875000 Penalty: 696.659607 Iteration 0F: 3 clusters Score -1681911 nChanged 18526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23061 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -1694921.750000 Penalty: 696.659607 Iteration 1F: 3 clusters Score -1694922 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25228 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -1696922.000000 Penalty: 696.659607 Iteration 2F: 3 clusters Score -1696922 nChanged 3003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27577 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -1699047.875000 Penalty: 696.659607 Iteration 3F: 3 clusters Score -1699048 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29966 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1701254.125000 Penalty: 696.659607 Iteration 4F: 3 clusters Score -1701254 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32278 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1703264.375000 Penalty: 696.659607 Iteration 5F: 3 clusters Score -1703264 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34183 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1704784.500000 Penalty: 696.659607 Iteration 6F: 3 clusters Score -1704784 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35544 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -1705792.125000 Penalty: 696.659607 Iteration 7Q: 3 clusters Score -1705792 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36450 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1706429.250000 Penalty: 696.659607 Iteration 8Q: 3 clusters Score -1706429 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37021 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1706831.000000 Penalty: 696.659607 Iteration 9Q: 3 clusters Score -1706831 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37395 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1707129.750000 Penalty: 696.659607 Iteration 10Q: 3 clusters Score -1707130 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37586 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1707273.500000 Penalty: 696.659607 Iteration 11Q: 3 clusters Score -1707274 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37679 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1707336.750000 Penalty: 696.659607 Iteration 12Q: 3 clusters Score -1707337 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37726 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1707377.500000 Penalty: 696.659607 Iteration 13Q: 3 clusters Score -1707378 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37752 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1707407.375000 Penalty: 696.659607 Iteration 14Q: 3 clusters Score -1707407 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1707450.250000 Penalty: 696.659607 Iteration 15Q: 3 clusters Score -1707450 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37758 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1707495.875000 Penalty: 696.659607 Iteration 16Q: 3 clusters Score -1707496 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37725 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1707532.875000 Penalty: 696.659607 Iteration 17Q: 3 clusters Score -1707533 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37700 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1707570.500000 Penalty: 696.659607 Iteration 18Q: 3 clusters Score -1707570 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37684 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1707602.125000 Penalty: 696.659607 Iteration 19Q: 3 clusters Score -1707602 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37668 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1707633.875000 Penalty: 696.659607 Iteration 20F: 3 clusters Score -1707634 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37645 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1707670.875000 Penalty: 696.659607 Iteration 21Q: 3 clusters Score -1707671 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37621 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1707700.500000 Penalty: 696.659607 Iteration 22Q: 3 clusters Score -1707700 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37590 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1707728.250000 Penalty: 696.659607 Iteration 23Q: 3 clusters Score -1707728 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37560 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1707766.750000 Penalty: 696.659607 Iteration 24Q: 3 clusters Score -1707767 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37503 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1707812.375000 Penalty: 696.659607 Iteration 25Q: 3 clusters Score -1707812 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37458 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1707861.375000 Penalty: 696.659607 Iteration 26Q: 3 clusters Score -1707861 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37412 members Mstep: Class 2 contains 974 members Entering Unmasked Estep 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Unmasked Estep Score: -1708088.750000 Penalty: 696.659607 Iteration 31Q: 3 clusters Score -1708089 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37161 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1708121.625000 Penalty: 696.659607 Iteration 32Q: 3 clusters Score -1708122 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37121 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1708146.750000 Penalty: 696.659607 Iteration 33Q: 3 clusters Score -1708147 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37086 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1708165.000000 Penalty: 696.659607 Iteration 34Q: 3 clusters Score -1708165 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37056 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1708183.500000 Penalty: 696.659607 Iteration 35Q: 3 clusters Score -1708184 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37028 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1708194.125000 Penalty: 696.659607 Iteration 36Q: 3 clusters Score -1708194 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -1708212.250000 Penalty: 696.659607 Iteration 37Q: 3 clusters Score -1708212 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36948 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1708224.625000 Penalty: 696.659607 Iteration 38Q: 3 clusters Score -1708225 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36904 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -1708237.125000 Penalty: 696.659607 Iteration 39Q: 3 clusters Score -1708237 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36869 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1708317.000000 Penalty: 696.659607 Iteration 40F: 3 clusters Score -1708317 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36688 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1708443.625000 Penalty: 696.659607 Iteration 41Q: 3 clusters Score -1708444 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36465 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1708582.750000 Penalty: 696.659607 Iteration 42Q: 3 clusters Score -1708583 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36210 members 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contains 0 members Mstep: Class 1 contains 32963 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1710998.375000 Penalty: 696.659607 Iteration 55Q: 3 clusters Score -1710998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32961 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1710998.125000 Penalty: 696.659607 Iteration 56Q: 3 clusters Score -1710998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32961 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1710997.875000 Penalty: 696.659607 Iteration 57Q: 3 clusters Score -1710998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32964 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1710997.500000 Penalty: 696.659607 Iteration 58Q: 3 clusters Score -1710998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32966 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1710994.625000 Penalty: 696.659607 Iteration 59Q: 3 clusters Score -1710995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1711859.500000 Penalty: 696.659607 Iteration 60F: 3 clusters Score -1711860 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31826 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -1713302.125000 Penalty: 696.659607 Iteration 61Q: 3 clusters Score -1713302 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30831 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1714249.625000 Penalty: 696.659607 Iteration 62Q: 3 clusters Score -1714250 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30040 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1714758.250000 Penalty: 696.659607 Iteration 63Q: 3 clusters Score -1714758 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29461 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1714995.875000 Penalty: 696.659607 Iteration 64Q: 3 clusters Score -1714996 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28998 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -1715147.000000 Penalty: 696.659607 Iteration 65Q: 3 clusters Score -1715147 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -1715257.500000 Penalty: 696.659607 Iteration 66Q: 3 clusters Score -1715258 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28204 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -1715364.250000 Penalty: 696.659607 Iteration 67Q: 3 clusters Score -1715364 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27844 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -1715451.125000 Penalty: 696.659607 Iteration 68Q: 3 clusters Score -1715451 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27498 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -1715536.000000 Penalty: 696.659607 Iteration 69Q: 3 clusters Score -1715536 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1715621.125000 Penalty: 696.659607 Iteration 70Q: 3 clusters Score -1715621 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26809 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -1715704.875000 Penalty: 696.659607 Iteration 71Q: 3 clusters Score -1715705 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26526 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1715771.875000 Penalty: 696.659607 Iteration 72Q: 3 clusters Score -1715772 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -1715815.875000 Penalty: 696.659607 Iteration 73Q: 3 clusters Score -1715816 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26094 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -1715843.500000 Penalty: 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15036 members Entering Unmasked Estep Score: -1716846.250000 Penalty: 696.659607 Iteration 86Q: 3 clusters Score -1716846 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23102 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -1716892.000000 Penalty: 696.659607 Iteration 87Q: 3 clusters Score -1716892 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Mstep: Class 2 contains 15529 members Entering Unmasked Estep Score: -1716930.875000 Penalty: 696.659607 Iteration 88Q: 3 clusters Score -1716931 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 15748 members Entering Unmasked Estep Score: -1716949.500000 Penalty: 696.659607 Iteration 89Q: 3 clusters Score -1716950 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22455 members 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Penalty: 696.659607 Iteration 121Q: 3 clusters Score -1717071 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20645 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -1717064.375000 Penalty: 696.659607 Iteration 122Q: 3 clusters Score -1717064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20629 members Mstep: Class 2 contains 17757 members Entering Unmasked Estep Score: -1717066.750000 Penalty: 696.659607 Iteration 123Q: 3 clusters Score -1717067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -1717063.250000 Penalty: 696.659607 Iteration 124Q: 3 clusters Score -1717063 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20602 members Mstep: Class 2 contains 17784 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -1717065.500000 Penalty: 696.659607 Iteration 129Q: 3 clusters Score -1717066 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20522 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -1717066.125000 Penalty: 696.659607 Iteration 130Q: 3 clusters Score -1717066 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20511 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -1717069.625000 Penalty: 696.659607 Iteration 131Q: 3 clusters Score -1717070 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20497 members Mstep: Class 2 contains 17889 members Entering Unmasked Estep Score: -1717069.375000 Penalty: 696.659607 Iteration 132Q: 3 clusters Score -1717069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -1717068.625000 Penalty: 696.659607 Iteration 133Q: 3 clusters Score -1717069 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -1717069.250000 Penalty: 696.659607 Iteration 134Q: 3 clusters Score -1717069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -1717071.125000 Penalty: 696.659607 Iteration 135Q: 3 clusters Score -1717071 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 17929 members Entering Unmasked Estep Score: -1717069.375000 Penalty: 696.659607 Iteration 136Q: 3 clusters Score -1717069 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 17940 members Entering Unmasked Estep Score: -1717068.000000 Penalty: 696.659607 Iteration 137Q: 3 clusters Score -1717068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20439 members Mstep: Class 2 contains 17947 members Entering Unmasked Estep Score: -1717068.375000 Penalty: 696.659607 Iteration 138Q: 3 clusters Score -1717068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20429 members Mstep: Class 2 contains 17957 members Entering Unmasked Estep Score: -1717071.250000 Penalty: 696.659607 Iteration 139Q: 3 clusters Score -1717071 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 17964 members Entering Unmasked Estep Score: -1717071.500000 Penalty: 696.659607 Iteration 140F: 3 clusters Score -1717072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20420 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -1717072.500000 Penalty: 696.659607 Iteration 141Q: 3 clusters Score -1717072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20419 members Mstep: Class 2 contains 17967 members Entering Unmasked Estep Score: -1717075.375000 Penalty: 696.659607 Iteration 142Q: 3 clusters Score -1717075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20418 members Mstep: Class 2 contains 17968 members Entering Unmasked Estep Score: -1717075.750000 Penalty: 696.659607 Iteration 143Q: 3 clusters Score -1717076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20418 members Mstep: Class 2 contains 17968 members Entering Unmasked Estep Score: -1717075.750000 Penalty: 696.659607 Iteration 144F: 3 clusters Score -1717076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 58503 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Entering Unmasked Estep Score: -18427304.000000 Penalty: 12009.292969 Splitting cluster 14 changes total score from -18394228.000000 to -18427304.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 15 (58503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58503 members Entering Unmasked Estep Score: -2529965.750000 Penalty: 362.235504 Iteration 0F: 2 clusters Score -2529966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29330 members Mstep: Class 2 contains 29173 members Entering Unmasked Estep Score: -2490530.500000 Penalty: 724.471008 Iteration 0F: 3 clusters Score -2490530 nChanged 28606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34158 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -2510938.500000 Penalty: 724.471008 Iteration 1F: 3 clusters Score -2510938 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36916 members Mstep: Class 2 contains 21587 members Entering Unmasked Estep Score: -2514230.750000 Penalty: 724.471008 Iteration 2F: 3 clusters Score -2514231 nChanged 4623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39769 members Mstep: Class 2 contains 18734 members Entering Unmasked Estep Score: -2517530.500000 Penalty: 724.471008 Iteration 3F: 3 clusters Score -2517530 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42391 members Mstep: Class 2 contains 16112 members Entering Unmasked Estep Score: -2520404.000000 Penalty: 724.471008 Iteration 4F: 3 clusters Score -2520404 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44471 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -2522845.750000 Penalty: 724.471008 Iteration 5Q: 3 clusters Score -2522846 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45901 members Mstep: Class 2 contains 12602 members Entering Unmasked Estep Score: -2524676.250000 Penalty: 724.471008 Iteration 6Q: 3 clusters Score -2524676 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46806 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -2525578.500000 Penalty: 724.471008 Iteration 7Q: 3 clusters Score -2525578 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47478 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -2526160.250000 Penalty: 724.471008 Iteration 8Q: 3 clusters Score -2526160 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48074 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -2526574.500000 Penalty: 724.471008 Iteration 9Q: 3 clusters Score -2526574 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48544 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -2526869.250000 Penalty: 724.471008 Iteration 10Q: 3 clusters Score -2526869 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48964 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -2527095.000000 Penalty: 724.471008 Iteration 11Q: 3 clusters Score -2527095 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49332 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -2527292.750000 Penalty: 724.471008 Iteration 12Q: 3 clusters Score -2527293 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49701 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -2527439.000000 Penalty: 724.471008 Iteration 13Q: 3 clusters Score -2527439 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50078 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -2527586.000000 Penalty: 724.471008 Iteration 14Q: 3 clusters Score -2527586 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50449 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -2527709.750000 Penalty: 724.471008 Iteration 15Q: 3 clusters Score -2527710 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50834 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -2527848.250000 Penalty: 724.471008 Iteration 16Q: 3 clusters Score -2527848 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51214 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -2527984.500000 Penalty: 724.471008 Iteration 17Q: 3 clusters Score -2527984 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51598 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -2528072.750000 Penalty: 724.471008 Iteration 18Q: 3 clusters Score -2528073 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51971 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -2528179.250000 Penalty: 724.471008 Iteration 19Q: 3 clusters Score -2528179 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52334 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -2528267.250000 Penalty: 724.471008 Iteration 20F: 3 clusters Score -2528267 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52668 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2528343.500000 Penalty: 724.471008 Iteration 21Q: 3 clusters Score -2528344 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52993 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -2528413.250000 Penalty: 724.471008 Iteration 22Q: 3 clusters Score -2528413 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53319 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -2528484.750000 Penalty: 724.471008 Iteration 23Q: 3 clusters Score -2528485 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53671 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -2528559.500000 Penalty: 724.471008 Iteration 24Q: 3 clusters Score -2528560 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54022 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -2528656.500000 Penalty: 724.471008 Iteration 25Q: 3 clusters Score -2528656 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54367 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -2528767.750000 Penalty: 724.471008 Iteration 26Q: 3 clusters Score -2528768 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54723 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -2528883.000000 Penalty: 724.471008 Iteration 27Q: 3 clusters Score -2528883 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55059 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -2529004.500000 Penalty: 724.471008 Iteration 28Q: 3 clusters Score -2529004 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55380 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -2529121.500000 Penalty: 724.471008 Iteration 29Q: 3 clusters Score -2529122 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55647 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -2529227.500000 Penalty: 724.471008 Iteration 30Q: 3 clusters Score -2529228 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55887 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -2529328.250000 Penalty: 724.471008 Iteration 31Q: 3 clusters Score -2529328 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56092 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -2529428.250000 Penalty: 724.471008 Iteration 32Q: 3 clusters Score -2529428 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56276 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -2529512.750000 Penalty: 724.471008 Iteration 33Q: 3 clusters Score -2529513 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56412 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -2529591.250000 Penalty: 724.471008 Iteration 34Q: 3 clusters Score -2529591 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56530 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -2529678.000000 Penalty: 724.471008 Iteration 35Q: 3 clusters Score -2529678 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56613 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -2529734.750000 Penalty: 724.471008 Iteration 36Q: 3 clusters Score -2529735 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56680 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -2529818.750000 Penalty: 724.471008 Iteration 37Q: 3 clusters Score -2529819 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56721 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -2529946.250000 Penalty: 724.471008 Iteration 38Q: 3 clusters Score -2529946 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56700 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -2530103.000000 Penalty: 724.471008 Iteration 39Q: 3 clusters Score -2530103 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56623 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -2530314.250000 Penalty: 724.471008 Iteration 40F: 3 clusters Score -2530314 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56453 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -2530571.750000 Penalty: 724.471008 Iteration 41Q: 3 clusters Score -2530572 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56228 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -2530856.750000 Penalty: 724.471008 Iteration 42Q: 3 clusters Score -2530857 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55913 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -2531100.750000 Penalty: 724.471008 Iteration 43Q: 3 clusters Score -2531101 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55590 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2531319.250000 Penalty: 724.471008 Iteration 44Q: 3 clusters Score -2531319 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55236 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -2531539.000000 Penalty: 724.471008 Iteration 45Q: 3 clusters Score -2531539 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54886 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -2531752.250000 Penalty: 724.471008 Iteration 46Q: 3 clusters Score -2531752 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54584 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -2531955.750000 Penalty: 724.471008 Iteration 47Q: 3 clusters Score -2531956 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54280 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -2532159.750000 Penalty: 724.471008 Iteration 48Q: 3 clusters Score -2532160 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54017 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -2532344.750000 Penalty: 724.471008 Iteration 49Q: 3 clusters Score -2532345 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53792 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -2532487.750000 Penalty: 724.471008 Iteration 50Q: 3 clusters Score -2532488 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53651 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2532582.250000 Penalty: 724.471008 Iteration 51Q: 3 clusters Score -2532582 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53558 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -2532636.750000 Penalty: 724.471008 Iteration 52Q: 3 clusters Score -2532637 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53515 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -2532667.000000 Penalty: 724.471008 Iteration 53Q: 3 clusters Score -2532667 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53501 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2532686.250000 Penalty: 724.471008 Iteration 54Q: 3 clusters Score -2532686 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53517 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2532698.000000 Penalty: 724.471008 Iteration 55Q: 3 clusters Score -2532698 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53546 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -2532705.500000 Penalty: 724.471008 Iteration 56Q: 3 clusters Score -2532706 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53567 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -2532707.500000 Penalty: 724.471008 Iteration 57Q: 3 clusters Score -2532708 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53588 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -2532715.750000 Penalty: 724.471008 Iteration 58Q: 3 clusters Score -2532716 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53601 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -2532713.750000 Penalty: 724.471008 Iteration 59Q: 3 clusters Score -2532714 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53618 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -2532946.000000 Penalty: 724.471008 Iteration 60F: 3 clusters Score -2532946 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53216 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2533189.000000 Penalty: 724.471008 Iteration 61Q: 3 clusters Score -2533189 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52882 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -2533421.000000 Penalty: 724.471008 Iteration 62Q: 3 clusters Score -2533421 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52580 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -2533631.500000 Penalty: 724.471008 Iteration 63Q: 3 clusters Score -2533632 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52300 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -2533825.750000 Penalty: 724.471008 Iteration 64Q: 3 clusters Score -2533826 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52023 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -2534040.000000 Penalty: 724.471008 Iteration 65Q: 3 clusters Score -2534040 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51726 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -2534226.000000 Penalty: 724.471008 Iteration 66Q: 3 clusters Score -2534226 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51506 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -2534332.000000 Penalty: 724.471008 Iteration 67Q: 3 clusters Score -2534332 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51394 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -2534386.000000 Penalty: 724.471008 Iteration 68Q: 3 clusters Score -2534386 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51341 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -2534397.750000 Penalty: 724.471008 Iteration 69Q: 3 clusters Score -2534398 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51323 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2534394.250000 Penalty: 724.471008 Iteration 70Q: 3 clusters Score -2534394 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51318 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -2534396.250000 Penalty: 724.471008 Iteration 71Q: 3 clusters Score -2534396 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51317 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -2534393.000000 Penalty: 724.471008 Iteration 72Q: 3 clusters Score -2534393 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51319 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2534394.250000 Penalty: 724.471008 Iteration 73Q: 3 clusters Score -2534394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51322 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -2534395.000000 Penalty: 724.471008 Iteration 74Q: 3 clusters Score -2534395 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51323 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2534394.000000 Penalty: 724.471008 Iteration 75Q: 3 clusters Score -2534394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51324 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -2534395.500000 Penalty: 724.471008 Iteration 76Q: 3 clusters Score -2534396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51324 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -2534669.500000 Penalty: 724.471008 Iteration 77F: 3 clusters Score -2534670 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51026 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -2534924.500000 Penalty: 724.471008 Iteration 78Q: 3 clusters Score -2534924 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50867 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -2535002.750000 Penalty: 724.471008 Iteration 79Q: 3 clusters Score -2535003 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50773 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -2535035.250000 Penalty: 724.471008 Iteration 80F: 3 clusters Score -2535035 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50699 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -2535049.500000 Penalty: 724.471008 Iteration 81Q: 3 clusters Score -2535050 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50657 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -2535048.500000 Penalty: 724.471008 Iteration 82Q: 3 clusters Score -2535048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50629 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -2535051.500000 Penalty: 724.471008 Iteration 83Q: 3 clusters Score -2535052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50614 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -2535049.250000 Penalty: 724.471008 Iteration 84Q: 3 clusters Score -2535049 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50610 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -2535049.500000 Penalty: 724.471008 Iteration 85Q: 3 clusters Score -2535050 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50604 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -2535052.750000 Penalty: 724.471008 Iteration 86Q: 3 clusters Score -2535053 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50601 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -2535053.250000 Penalty: 724.471008 Iteration 87Q: 3 clusters Score -2535053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50600 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -2535051.000000 Penalty: 724.471008 Iteration 88Q: 3 clusters Score -2535051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50597 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -2535050.750000 Penalty: 724.471008 Iteration 89Q: 3 clusters Score -2535051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50596 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2535051.000000 Penalty: 724.471008 Iteration 90Q: 3 clusters Score -2535051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50596 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2535050.500000 Penalty: 724.471008 Iteration 91Q: 3 clusters Score -2535050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50596 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2535049.750000 Penalty: 724.471008 Iteration 92Q: 3 clusters Score -2535050 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50596 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2535049.750000 Penalty: 724.471008 Iteration 93F: 3 clusters Score -2535050 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 10898 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Mstep: Class 29 contains 7907 members Entering Unmasked Estep Score: -18432312.000000 Penalty: 12438.196289 Splitting cluster 15 changes total score from -18394228.000000 to -18432312.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 16 (10898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Entering Unmasked Estep Score: -421116.500000 Penalty: 306.779022 Iteration 0F: 2 clusters Score -421116.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -413953.593750 Penalty: 613.558044 Iteration 0F: 3 clusters Score -413953.6 nChanged 5121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -417158.562500 Penalty: 613.558044 Iteration 1F: 3 clusters Score -417158.6 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -417625.437500 Penalty: 613.558044 Iteration 2F: 3 clusters Score -417625.4 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -417995.968750 Penalty: 613.558044 Iteration 3F: 3 clusters Score -417996 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -418283.875000 Penalty: 613.558044 Iteration 4F: 3 clusters Score -418283.9 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -418511.875000 Penalty: 613.558044 Iteration 5Q: 3 clusters Score -418511.9 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -418703.062500 Penalty: 613.558044 Iteration 6Q: 3 clusters Score -418703.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -418883.781250 Penalty: 613.558044 Iteration 7Q: 3 clusters Score -418883.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -419038.125000 Penalty: 613.558044 Iteration 8Q: 3 clusters Score -419038.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -419150.812500 Penalty: 613.558044 Iteration 9Q: 3 clusters Score -419150.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -419250.812500 Penalty: 613.558044 Iteration 10Q: 3 clusters Score -419250.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -419378.781250 Penalty: 613.558044 Iteration 11Q: 3 clusters Score -419378.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -419544.718750 Penalty: 613.558044 Iteration 12Q: 3 clusters Score -419544.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -419807.656250 Penalty: 613.558044 Iteration 13Q: 3 clusters Score -419807.7 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -420258.656250 Penalty: 613.558044 Iteration 14Q: 3 clusters Score -420258.7 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -421182.656250 Penalty: 613.558044 Iteration 15F: 3 clusters Score -421182.7 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -423897.031250 Penalty: 613.558044 Iteration 16F: 3 clusters Score -423897 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -428313.062500 Penalty: 613.558044 Iteration 17F: 3 clusters Score -428313.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -428525.156250 Penalty: 613.558044 Iteration 18Q: 3 clusters Score -428525.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -428525.406250 Penalty: 613.558044 Iteration 19Q: 3 clusters Score -428525.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -428525.406250 Penalty: 613.558044 Iteration 20F: 3 clusters Score -428525.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 8316 members Mstep: Class 17 contains 5287 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Mstep: Class 29 contains 7907 members Mstep: Class 30 contains 2582 members Entering Unmasked Estep Score: -18439604.000000 Penalty: 12867.099609 Splitting cluster 16 changes total score from -18394228.000000 to -18439604.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 17 (5287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Entering Unmasked Estep Score: -211694.812500 Penalty: 282.909210 Iteration 0F: 2 clusters Score -211694.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -208203.187500 Penalty: 565.818420 Iteration 0F: 3 clusters Score -208203.2 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -210427.921875 Penalty: 565.818420 Iteration 1F: 3 clusters Score -210427.9 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -211287.843750 Penalty: 565.818420 Iteration 2F: 3 clusters Score -211287.8 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -212092.609375 Penalty: 565.818420 Iteration 3F: 3 clusters Score -212092.6 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -212522.609375 Penalty: 565.818420 Iteration 4F: 3 clusters Score -212522.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -212771.468750 Penalty: 565.818420 Iteration 5Q: 3 clusters Score -212771.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -212917.281250 Penalty: 565.818420 Iteration 6Q: 3 clusters Score -212917.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -213014.609375 Penalty: 565.818420 Iteration 7Q: 3 clusters Score -213014.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -213113.796875 Penalty: 565.818420 Iteration 8Q: 3 clusters Score -213113.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -213214.953125 Penalty: 565.818420 Iteration 9Q: 3 clusters Score -213215 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -213351.812500 Penalty: 565.818420 Iteration 10Q: 3 clusters Score -213351.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -213521.109375 Penalty: 565.818420 Iteration 11Q: 3 clusters Score -213521.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -213716.812500 Penalty: 565.818420 Iteration 12Q: 3 clusters Score -213716.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -214018.734375 Penalty: 565.818420 Iteration 13Q: 3 clusters Score -214018.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -214378.343750 Penalty: 565.818420 Iteration 14Q: 3 clusters Score -214378.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -214875.515625 Penalty: 565.818420 Iteration 15Q: 3 clusters Score -214875.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -215072.687500 Penalty: 565.818420 Iteration 16Q: 3 clusters Score -215072.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -215281.093750 Penalty: 565.818420 Iteration 17Q: 3 clusters Score -215281.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -215711.421875 Penalty: 565.818420 Iteration 18Q: 3 clusters Score -215711.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -215755.531250 Penalty: 565.818420 Iteration 19Q: 3 clusters Score -215755.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -215755.531250 Penalty: 565.818420 Iteration 20F: 3 clusters Score -215755.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 8316 members Mstep: Class 17 contains 393 members Mstep: Class 18 contains 21442 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Mstep: Class 29 contains 7907 members Mstep: Class 30 contains 2582 members Mstep: Class 31 contains 4894 members Entering Unmasked Estep Score: -18443528.000000 Penalty: 13296.002930 Splitting cluster 17 changes total score from -18394228.000000 to -18443528.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (21442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Entering Unmasked Estep Score: -933421.000000 Penalty: 329.112549 Iteration 0F: 2 clusters Score -933421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 10750 members Entering Unmasked Estep Score: -919094.375000 Penalty: 658.225098 Iteration 0F: 3 clusters Score -919094.4 nChanged 10322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -926616.875000 Penalty: 658.225098 Iteration 1F: 3 clusters Score -926616.9 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -928135.250000 Penalty: 658.225098 Iteration 2F: 3 clusters Score -928135.2 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -929341.250000 Penalty: 658.225098 Iteration 3F: 3 clusters Score -929341.2 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -930192.937500 Penalty: 658.225098 Iteration 4F: 3 clusters Score -930192.9 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -930751.000000 Penalty: 658.225098 Iteration 5Q: 3 clusters Score -930751 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -931079.500000 Penalty: 658.225098 Iteration 6Q: 3 clusters Score -931079.5 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -931294.375000 Penalty: 658.225098 Iteration 7Q: 3 clusters Score -931294.4 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -931456.562500 Penalty: 658.225098 Iteration 8Q: 3 clusters Score -931456.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -931586.625000 Penalty: 658.225098 Iteration 9Q: 3 clusters Score -931586.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -931704.625000 Penalty: 658.225098 Iteration 10Q: 3 clusters Score -931704.6 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -931804.562500 Penalty: 658.225098 Iteration 11Q: 3 clusters Score -931804.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -931884.625000 Penalty: 658.225098 Iteration 12Q: 3 clusters Score -931884.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -931947.125000 Penalty: 658.225098 Iteration 13Q: 3 clusters Score -931947.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -932010.375000 Penalty: 658.225098 Iteration 14Q: 3 clusters Score -932010.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -932070.562500 Penalty: 658.225098 Iteration 15Q: 3 clusters Score -932070.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -932130.750000 Penalty: 658.225098 Iteration 16Q: 3 clusters Score -932130.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -932197.750000 Penalty: 658.225098 Iteration 17Q: 3 clusters Score -932197.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -932279.812500 Penalty: 658.225098 Iteration 18Q: 3 clusters Score -932279.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -932381.562500 Penalty: 658.225098 Iteration 19Q: 3 clusters Score -932381.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -932518.250000 Penalty: 658.225098 Iteration 20F: 3 clusters Score -932518.2 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -932741.062500 Penalty: 658.225098 Iteration 21Q: 3 clusters Score -932741.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -933057.000000 Penalty: 658.225098 Iteration 22Q: 3 clusters Score -933057 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -933627.187500 Penalty: 658.225098 Iteration 23Q: 3 clusters Score -933627.2 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -934631.875000 Penalty: 658.225098 Iteration 24Q: 3 clusters Score -934631.9 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 13792 members Entering Unmasked Estep Score: -935592.437500 Penalty: 658.225098 Iteration 25Q: 3 clusters Score -935592.4 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -935957.500000 Penalty: 658.225098 Iteration 26Q: 3 clusters Score -935957.5 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -936123.000000 Penalty: 658.225098 Iteration 27Q: 3 clusters Score -936123 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 14035 members Entering Unmasked Estep Score: -936239.562500 Penalty: 658.225098 Iteration 28Q: 3 clusters Score -936239.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -936323.000000 Penalty: 658.225098 Iteration 29Q: 3 clusters Score -936323 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 13975 members Entering Unmasked Estep Score: -936363.562500 Penalty: 658.225098 Iteration 30Q: 3 clusters Score -936363.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -936368.312500 Penalty: 658.225098 Iteration 31Q: 3 clusters Score -936368.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -936373.437500 Penalty: 658.225098 Iteration 32Q: 3 clusters Score -936373.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 13906 members Entering Unmasked Estep Score: -936372.062500 Penalty: 658.225098 Iteration 33Q: 3 clusters Score -936372.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -936373.375000 Penalty: 658.225098 Iteration 34Q: 3 clusters Score -936373.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 13874 members Entering Unmasked Estep Score: -936375.625000 Penalty: 658.225098 Iteration 35Q: 3 clusters Score -936375.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -936375.687500 Penalty: 658.225098 Iteration 36Q: 3 clusters Score -936375.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -936374.500000 Penalty: 658.225098 Iteration 37Q: 3 clusters Score -936374.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -936375.062500 Penalty: 658.225098 Iteration 38Q: 3 clusters Score -936375.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -936374.562500 Penalty: 658.225098 Iteration 39Q: 3 clusters Score -936374.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 13832 members Entering Unmasked Estep Score: -936383.687500 Penalty: 658.225098 Iteration 40F: 3 clusters Score -936383.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -936390.625000 Penalty: 658.225098 Iteration 41Q: 3 clusters Score -936390.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -936388.937500 Penalty: 658.225098 Iteration 42Q: 3 clusters Score -936388.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -936387.812500 Penalty: 658.225098 Iteration 43Q: 3 clusters Score -936387.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 13754 members Entering Unmasked Estep Score: -936393.125000 Penalty: 658.225098 Iteration 44Q: 3 clusters Score -936393.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -936392.062500 Penalty: 658.225098 Iteration 45Q: 3 clusters Score -936392.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -936395.937500 Penalty: 658.225098 Iteration 46Q: 3 clusters Score -936395.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -936399.562500 Penalty: 658.225098 Iteration 47Q: 3 clusters Score -936399.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 13681 members Entering Unmasked Estep Score: -936399.187500 Penalty: 658.225098 Iteration 48Q: 3 clusters Score -936399.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -936397.875000 Penalty: 658.225098 Iteration 49Q: 3 clusters Score -936397.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -936396.812500 Penalty: 658.225098 Iteration 50Q: 3 clusters Score -936396.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -936395.875000 Penalty: 658.225098 Iteration 51Q: 3 clusters Score -936395.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -936396.812500 Penalty: 658.225098 Iteration 52Q: 3 clusters Score -936396.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -936398.000000 Penalty: 658.225098 Iteration 53Q: 3 clusters Score -936398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -936398.250000 Penalty: 658.225098 Iteration 54Q: 3 clusters Score -936398.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -936397.625000 Penalty: 658.225098 Iteration 55Q: 3 clusters Score -936397.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -936398.625000 Penalty: 658.225098 Iteration 56Q: 3 clusters Score -936398.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -936398.312500 Penalty: 658.225098 Iteration 57Q: 3 clusters Score -936398.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -936396.687500 Penalty: 658.225098 Iteration 58Q: 3 clusters Score -936396.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -936398.937500 Penalty: 658.225098 Iteration 59Q: 3 clusters Score -936398.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -936397.500000 Penalty: 658.225098 Iteration 60F: 3 clusters Score -936397.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 8316 members Mstep: Class 17 contains 393 members Mstep: Class 18 contains 7840 members Mstep: Class 19 contains 6840 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Mstep: Class 29 contains 7907 members Mstep: Class 30 contains 2582 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 13602 members Entering Unmasked Estep Score: -18446478.000000 Penalty: 13724.906250 Splitting cluster 18 changes total score from -18394228.000000 to -18446478.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (6840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Entering Unmasked Estep Score: -257687.984375 Penalty: 291.407898 Iteration 0F: 2 clusters Score -257688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -253248.015625 Penalty: 582.815796 Iteration 0F: 3 clusters Score -253248 nChanged 3107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -255513.156250 Penalty: 582.815796 Iteration 1F: 3 clusters Score -255513.2 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -256061.750000 Penalty: 582.815796 Iteration 2F: 3 clusters Score -256061.8 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -256722.578125 Penalty: 582.815796 Iteration 3F: 3 clusters Score -256722.6 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -257439.234375 Penalty: 582.815796 Iteration 4F: 3 clusters Score -257439.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -257989.109375 Penalty: 582.815796 Iteration 5F: 3 clusters Score -257989.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -258276.250000 Penalty: 582.815796 Iteration 6Q: 3 clusters Score -258276.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -258412.265625 Penalty: 582.815796 Iteration 7Q: 3 clusters Score -258412.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -258490.187500 Penalty: 582.815796 Iteration 8Q: 3 clusters Score -258490.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -258543.390625 Penalty: 582.815796 Iteration 9Q: 3 clusters Score -258543.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -258586.968750 Penalty: 582.815796 Iteration 10Q: 3 clusters Score -258587 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -258674.953125 Penalty: 582.815796 Iteration 11Q: 3 clusters Score -258675 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -258890.640625 Penalty: 582.815796 Iteration 12Q: 3 clusters Score -258890.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -259264.984375 Penalty: 582.815796 Iteration 13Q: 3 clusters Score -259265 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -259493.281250 Penalty: 582.815796 Iteration 14Q: 3 clusters Score -259493.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -259513.046875 Penalty: 582.815796 Iteration 15Q: 3 clusters Score -259513 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -259514.093750 Penalty: 582.815796 Iteration 16Q: 3 clusters Score -259514.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -259514.234375 Penalty: 582.815796 Iteration 17Q: 3 clusters Score -259514.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -259514.078125 Penalty: 582.815796 Iteration 18Q: 3 clusters Score -259514.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -259514.078125 Penalty: 582.815796 Iteration 19F: 3 clusters Score -259514.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 10 contains 15397 members Mstep: Class 11 contains 6628 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 8316 members Mstep: Class 17 contains 393 members Mstep: Class 18 contains 7840 members Mstep: Class 19 contains 4839 members Mstep: Class 20 contains 10491 members Mstep: Class 21 contains 17902 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 9580 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 7109 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 17968 members Mstep: Class 29 contains 7907 members Mstep: Class 30 contains 2582 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 13602 members Mstep: Class 33 contains 2001 members Entering Unmasked Estep Score: -18448178.000000 Penalty: 14153.809570 Splitting cluster 19 changes total score from -18394228.000000 to -18448178.000000 So it's getting split into cluster 33. Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 30493 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 45918 members Mstep: Class 5 contains 59595 members Mstep: Class 6 contains 28599 members Mstep: Class 7 contains 3361 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 40284 members Mstep: Class 12 contains 511 members Mstep: Class 13 contains 246 members Mstep: Class 14 contains 20418 members Mstep: Class 15 contains 50596 members Mstep: Class 16 contains 8316 members Mstep: Class 17 contains 393 members Mstep: Class 18 contains 7840 members Mstep: Class 19 contains 4839 members Entering Unmasked Estep ConsiderDeletion Score: -18457268.000000 Penalty: 14153.809570 Iteration 39Q: 34 clusters Score -1.845727e+07 nChanged 12134 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 29878 members Mstep: Class 3 contains 466 members Mstep: Class 4 contains 47022 members Mstep: Class 5 contains 59978 members Mstep: Class 6 contains 28592 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 40151 members Mstep: Class 10 contains 14969 members Mstep: Class 11 contains 6647 members Mstep: Class 12 contains 497 members Mstep: Class 13 contains 256 members Mstep: Class 14 contains 20304 members Mstep: Class 15 contains 49846 members Mstep: Class 16 contains 9190 members Mstep: Class 17 contains 542 members Mstep: Class 18 contains 8226 members Mstep: Class 19 contains 4997 members Mstep: Class 20 contains 9596 members Mstep: Class 21 contains 17820 members Mstep: Class 22 contains 7639 members Mstep: Class 23 contains 9562 members Mstep: Class 24 contains 1977 members Mstep: Class 25 contains 6890 members Mstep: Class 26 contains 1327 members Mstep: Class 27 contains 2506 members Mstep: Class 28 contains 17806 members Mstep: Class 29 contains 8086 members Mstep: Class 30 contains 2817 members Mstep: Class 31 contains 4597 members Mstep: Class 32 contains 12537 members Mstep: Class 33 contains 1868 members Entering Unmasked Estep ConsiderDeletion Score: -18466016.000000 Penalty: 14153.809570 Iteration 40F: 34 clusters Score -1.846602e+07 nChanged 10666 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 29430 members Mstep: Class 3 contains 533 members Mstep: Class 4 contains 46918 members Mstep: Class 5 contains 59564 members Mstep: Class 6 contains 28546 members Mstep: Class 7 contains 3864 members Mstep: Class 8 contains 5325 members Mstep: Class 9 contains 39563 members Mstep: Class 10 contains 14519 members Mstep: Class 11 contains 6796 members Mstep: Class 12 contains 505 members Mstep: Class 13 contains 258 members Mstep: Class 14 contains 19356 members Mstep: Class 15 contains 48491 members Mstep: Class 16 contains 9719 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 8373 members Mstep: Class 19 contains 4545 members Mstep: Class 20 contains 9765 members Mstep: Class 21 contains 18261 members Mstep: Class 22 contains 7883 members Mstep: Class 23 contains 10171 members Mstep: Class 24 contains 1959 members Mstep: Class 25 contains 6822 members Mstep: Class 26 contains 1411 members Mstep: Class 27 contains 2434 members Mstep: Class 28 contains 18622 members Mstep: Class 29 contains 8254 members Mstep: Class 30 contains 3092 members Mstep: Class 31 contains 4887 members Mstep: Class 32 contains 12698 members Mstep: Class 33 contains 1889 members Entering Unmasked Estep ConsiderDeletion Score: -18470174.000000 Penalty: 14153.809570 Iteration 41Q: 34 clusters Score -1.847017e+07 nChanged 7189 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 29087 members Mstep: Class 3 contains 595 members Mstep: Class 4 contains 46619 members Mstep: Class 5 contains 59245 members Mstep: Class 6 contains 28534 members Mstep: Class 7 contains 4029 members Mstep: Class 8 contains 5468 members Mstep: Class 9 contains 39253 members Mstep: Class 10 contains 14088 members Mstep: Class 11 contains 6946 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 243 members Mstep: Class 14 contains 18829 members Mstep: Class 15 contains 47381 members Mstep: Class 16 contains 10203 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 8648 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 9805 members Mstep: Class 21 contains 18642 members Mstep: Class 22 contains 8046 members Mstep: Class 23 contains 10490 members Mstep: Class 24 contains 1942 members Mstep: Class 25 contains 6782 members Mstep: Class 26 contains 1450 members Mstep: Class 27 contains 2381 members Mstep: Class 28 contains 18962 members Mstep: Class 29 contains 8349 members Mstep: Class 30 contains 3342 members Mstep: Class 31 contains 5067 members Mstep: Class 32 contains 12949 members Mstep: Class 33 contains 1912 members Entering Unmasked Estep ConsiderDeletion Score: -18472768.000000 Penalty: 14153.809570 Iteration 42Q: 34 clusters Score -1.847277e+07 nChanged 6040 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 28793 members Mstep: Class 3 contains 656 members Mstep: Class 4 contains 46252 members Mstep: Class 5 contains 58978 members Mstep: Class 6 contains 28530 members Mstep: Class 7 contains 4164 members Mstep: Class 8 contains 5609 members Mstep: Class 9 contains 39089 members Mstep: Class 10 contains 13593 members Mstep: Class 11 contains 7091 members Mstep: Class 12 contains 531 members Mstep: Class 13 contains 234 members Mstep: Class 14 contains 18429 members Mstep: Class 15 contains 46381 members Mstep: Class 16 contains 10592 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 8978 members Mstep: Class 19 contains 4063 members Mstep: Class 20 contains 9817 members Mstep: Class 21 contains 19001 members Mstep: Class 22 contains 8204 members Mstep: Class 23 contains 10738 members Mstep: Class 24 contains 1949 members Mstep: Class 25 contains 6729 members Mstep: Class 26 contains 1477 members Mstep: Class 27 contains 2359 members Mstep: Class 28 contains 19154 members Mstep: Class 29 contains 8421 members Mstep: Class 30 contains 3554 members Mstep: Class 31 contains 5186 members Mstep: Class 32 contains 13205 members Mstep: Class 33 contains 1927 members Entering Unmasked Estep ConsiderDeletion Score: -18474558.000000 Penalty: 14153.809570 Iteration 43Q: 34 clusters Score -1.847456e+07 nChanged 5309 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 28575 members Mstep: Class 3 contains 721 members Mstep: Class 4 contains 45801 members Mstep: Class 5 contains 58725 members Mstep: Class 6 contains 28533 members Mstep: Class 7 contains 4287 members Mstep: Class 8 contains 5748 members Mstep: Class 9 contains 39029 members Mstep: Class 10 contains 13087 members Mstep: Class 11 contains 7250 members Mstep: Class 12 contains 537 members Mstep: Class 13 contains 231 members Mstep: Class 14 contains 18009 members Mstep: Class 15 contains 45486 members Mstep: Class 16 contains 10931 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 9341 members Mstep: Class 19 contains 3956 members Mstep: Class 20 contains 9825 members Mstep: Class 21 contains 19335 members Mstep: Class 22 contains 8394 members Mstep: Class 23 contains 10915 members Mstep: Class 24 contains 1960 members Mstep: Class 25 contains 6689 members Mstep: Class 26 contains 1499 members Mstep: Class 27 contains 2369 members Mstep: Class 28 contains 19272 members Mstep: Class 29 contains 8470 members Mstep: Class 30 contains 3692 members Mstep: Class 31 contains 5294 members Mstep: Class 32 contains 13456 members Mstep: Class 33 contains 1953 members Entering Unmasked Estep ConsiderDeletion Score: -18476162.000000 Penalty: 14153.809570 Iteration 44Q: 34 clusters Score -1.847616e+07 nChanged 5015 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 28400 members Mstep: Class 3 contains 776 members Mstep: Class 4 contains 45389 members Mstep: Class 5 contains 58519 members Mstep: Class 6 contains 28524 members Mstep: Class 7 contains 4396 members Mstep: Class 8 contains 5896 members Mstep: Class 9 contains 39020 members Mstep: Class 10 contains 12645 members Mstep: Class 11 contains 7371 members Mstep: Class 12 contains 549 members Mstep: Class 13 contains 232 members Mstep: Class 14 contains 17356 members Mstep: Class 15 contains 44672 members Mstep: Class 16 contains 11201 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 9694 members Mstep: Class 19 contains 3901 members Mstep: Class 20 contains 9840 members Mstep: Class 21 contains 19608 members Mstep: Class 22 contains 8743 members Mstep: Class 23 contains 11096 members Mstep: Class 24 contains 1981 members Mstep: Class 25 contains 6648 members Mstep: Class 26 contains 1521 members Mstep: Class 27 contains 2384 members Mstep: Class 28 contains 19418 members Mstep: Class 29 contains 8519 members Mstep: Class 30 contains 3787 members Mstep: Class 31 contains 5385 members Mstep: Class 32 contains 13648 members Mstep: Class 33 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -18477778.000000 Penalty: 14153.809570 Iteration 45Q: 34 clusters Score -1.847778e+07 nChanged 5012 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 28238 members Mstep: Class 3 contains 833 members Mstep: Class 4 contains 45002 members Mstep: Class 5 contains 58319 members Mstep: Class 6 contains 28535 members Mstep: Class 7 contains 4481 members Mstep: Class 8 contains 6016 members Mstep: Class 9 contains 39032 members Mstep: Class 10 contains 12344 members Mstep: Class 11 contains 7485 members Mstep: Class 12 contains 561 members Mstep: Class 13 contains 241 members Mstep: Class 14 contains 16362 members Mstep: Class 15 contains 43943 members Mstep: Class 16 contains 11414 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10039 members Mstep: Class 19 contains 3867 members Mstep: Class 20 contains 9831 members Mstep: Class 21 contains 19854 members Mstep: Class 22 contains 9359 members Mstep: Class 23 contains 11232 members Mstep: Class 24 contains 1996 members Mstep: Class 25 contains 6605 members Mstep: Class 26 contains 1538 members Mstep: Class 27 contains 2424 members Mstep: Class 28 contains 19589 members Mstep: Class 29 contains 8556 members Mstep: Class 30 contains 3869 members Mstep: Class 31 contains 5488 members Mstep: Class 32 contains 13801 members Mstep: Class 33 contains 2005 members Entering Unmasked Estep ConsiderDeletion Score: -18479630.000000 Penalty: 14153.809570 Iteration 46Q: 34 clusters Score -1.847963e+07 nChanged 5386 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 28115 members Mstep: Class 3 contains 881 members Mstep: Class 4 contains 44614 members Mstep: Class 5 contains 58112 members Mstep: Class 6 contains 28538 members Mstep: Class 7 contains 4542 members Mstep: Class 8 contains 6151 members Mstep: Class 9 contains 39076 members Mstep: Class 10 contains 12083 members Mstep: Class 11 contains 7605 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 249 members Mstep: Class 14 contains 14923 members Mstep: Class 15 contains 43233 members Mstep: Class 16 contains 11590 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10328 members Mstep: Class 19 contains 3847 members Mstep: Class 20 contains 9906 members Mstep: Class 21 contains 20044 members Mstep: Class 22 contains 10456 members Mstep: Class 23 contains 11330 members Mstep: Class 24 contains 2013 members Mstep: Class 25 contains 6573 members Mstep: Class 26 contains 1574 members Mstep: Class 27 contains 2468 members Mstep: Class 28 contains 19778 members Mstep: Class 29 contains 8596 members Mstep: Class 30 contains 3936 members Mstep: Class 31 contains 5549 members Mstep: Class 32 contains 13937 members Mstep: Class 33 contains 2050 members Entering Unmasked Estep ConsiderDeletion Score: -18482298.000000 Penalty: 14153.809570 Iteration 47Q: 34 clusters Score -1.84823e+07 nChanged 5628 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 28024 members Mstep: Class 3 contains 918 members Mstep: Class 4 contains 44274 members Mstep: Class 5 contains 57926 members Mstep: Class 6 contains 28572 members Mstep: Class 7 contains 4584 members Mstep: Class 8 contains 6303 members Mstep: Class 9 contains 39162 members Mstep: Class 10 contains 11787 members Mstep: Class 11 contains 7684 members Mstep: Class 12 contains 578 members Mstep: Class 13 contains 259 members Mstep: Class 14 contains 13167 members Mstep: Class 15 contains 42575 members Mstep: Class 16 contains 11719 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10554 members Mstep: Class 19 contains 3839 members Mstep: Class 20 contains 10028 members Mstep: Class 21 contains 20204 members Mstep: Class 22 contains 11876 members Mstep: Class 23 contains 11421 members Mstep: Class 24 contains 2017 members Mstep: Class 25 contains 6530 members Mstep: Class 26 contains 1585 members Mstep: Class 27 contains 2520 members Mstep: Class 28 contains 20022 members Mstep: Class 29 contains 8624 members Mstep: Class 30 contains 4015 members Mstep: Class 31 contains 5558 members Mstep: Class 32 contains 14044 members Mstep: Class 33 contains 2147 members Entering Unmasked Estep ConsiderDeletion Score: -18485010.000000 Penalty: 14153.809570 Iteration 48Q: 34 clusters Score -1.848501e+07 nChanged 5141 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 27947 members Mstep: Class 3 contains 963 members Mstep: Class 4 contains 43959 members Mstep: Class 5 contains 57750 members Mstep: Class 6 contains 28634 members Mstep: Class 7 contains 4625 members Mstep: Class 8 contains 6462 members Mstep: Class 9 contains 39236 members Mstep: Class 10 contains 11506 members Mstep: Class 11 contains 7763 members Mstep: Class 12 contains 583 members Mstep: Class 13 contains 269 members Mstep: Class 14 contains 11719 members Mstep: Class 15 contains 41934 members Mstep: Class 16 contains 11823 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10743 members Mstep: Class 19 contains 3843 members Mstep: Class 20 contains 10209 members Mstep: Class 21 contains 20338 members Mstep: Class 22 contains 12920 members Mstep: Class 23 contains 11506 members Mstep: Class 24 contains 2014 members Mstep: Class 25 contains 6488 members Mstep: Class 26 contains 1593 members Mstep: Class 27 contains 2580 members Mstep: Class 28 contains 20288 members Mstep: Class 29 contains 8665 members Mstep: Class 30 contains 4024 members Mstep: Class 31 contains 5585 members Mstep: Class 32 contains 14147 members Mstep: Class 33 contains 2277 members Entering Unmasked Estep ConsiderDeletion Score: -18486750.000000 Penalty: 14153.809570 Iteration 49Q: 34 clusters Score -1.848675e+07 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 27895 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 43679 members Mstep: Class 5 contains 57623 members Mstep: Class 6 contains 28715 members Mstep: Class 7 contains 4682 members Mstep: Class 8 contains 6627 members Mstep: Class 9 contains 39335 members Mstep: Class 10 contains 11326 members Mstep: Class 11 contains 7828 members Mstep: Class 12 contains 587 members Mstep: Class 13 contains 272 members Mstep: Class 14 contains 10708 members Mstep: Class 15 contains 41349 members Mstep: Class 16 contains 11911 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10855 members Mstep: Class 19 contains 3881 members Mstep: Class 20 contains 10371 members Mstep: Class 21 contains 20421 members Mstep: Class 22 contains 13455 members Mstep: Class 23 contains 11559 members Mstep: Class 24 contains 2026 members Mstep: Class 25 contains 6446 members Mstep: Class 26 contains 1591 members Mstep: Class 27 contains 2641 members Mstep: Class 28 contains 20531 members Mstep: Class 29 contains 8714 members Mstep: Class 30 contains 4000 members Mstep: Class 31 contains 5610 members Mstep: Class 32 contains 14238 members Mstep: Class 33 contains 2381 members Entering Unmasked Estep ConsiderDeletion Score: -18488000.000000 Penalty: 14153.809570 Iteration 50Q: 34 clusters Score -1.8488e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 27865 members Mstep: Class 3 contains 1066 members Mstep: Class 4 contains 43387 members Mstep: Class 5 contains 57509 members Mstep: Class 6 contains 28789 members Mstep: Class 7 contains 4732 members Mstep: Class 8 contains 6752 members Mstep: Class 9 contains 39439 members Mstep: Class 10 contains 11276 members Mstep: Class 11 contains 7888 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 278 members Mstep: Class 14 contains 9938 members Mstep: Class 15 contains 40867 members Mstep: Class 16 contains 12009 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10917 members Mstep: Class 19 contains 3937 members Mstep: Class 20 contains 10495 members Mstep: Class 21 contains 20523 members Mstep: Class 22 contains 13680 members Mstep: Class 23 contains 11597 members Mstep: Class 24 contains 2053 members Mstep: Class 25 contains 6408 members Mstep: Class 26 contains 1584 members Mstep: Class 27 contains 2682 members Mstep: Class 28 contains 20765 members Mstep: Class 29 contains 8753 members Mstep: Class 30 contains 3978 members Mstep: Class 31 contains 5619 members Mstep: Class 32 contains 14333 members Mstep: Class 33 contains 2458 members Entering Unmasked Estep ConsiderDeletion Score: -18489502.000000 Penalty: 14153.809570 Iteration 51Q: 34 clusters Score -1.84895e+07 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 27854 members Mstep: Class 3 contains 1154 members Mstep: Class 4 contains 43125 members Mstep: Class 5 contains 57367 members Mstep: Class 6 contains 28899 members Mstep: Class 7 contains 4769 members Mstep: Class 8 contains 6903 members Mstep: Class 9 contains 39541 members Mstep: Class 10 contains 11340 members Mstep: Class 11 contains 7925 members Mstep: Class 12 contains 592 members Mstep: Class 13 contains 282 members Mstep: Class 14 contains 9297 members Mstep: Class 15 contains 40409 members Mstep: Class 16 contains 12084 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10934 members Mstep: Class 19 contains 4053 members Mstep: Class 20 contains 10562 members Mstep: Class 21 contains 20600 members Mstep: Class 22 contains 13701 members Mstep: Class 23 contains 11626 members Mstep: Class 24 contains 2087 members Mstep: Class 25 contains 6381 members Mstep: Class 26 contains 1578 members Mstep: Class 27 contains 2707 members Mstep: Class 28 contains 20993 members Mstep: Class 29 contains 8807 members Mstep: Class 30 contains 3947 members Mstep: Class 31 contains 5624 members Mstep: Class 32 contains 14439 members Mstep: Class 33 contains 2506 members Entering Unmasked Estep ConsiderDeletion Score: -18491606.000000 Penalty: 14153.809570 Iteration 52Q: 34 clusters Score -1.849161e+07 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 27866 members Mstep: Class 3 contains 1263 members Mstep: Class 4 contains 42886 members Mstep: Class 5 contains 57256 members Mstep: Class 6 contains 29000 members Mstep: Class 7 contains 4793 members Mstep: Class 8 contains 7049 members Mstep: Class 9 contains 39639 members Mstep: Class 10 contains 11439 members Mstep: Class 11 contains 7959 members Mstep: Class 12 contains 596 members Mstep: Class 13 contains 287 members Mstep: Class 14 contains 8933 members Mstep: Class 15 contains 40015 members Mstep: Class 16 contains 12113 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10923 members Mstep: Class 19 contains 4150 members Mstep: Class 20 contains 10619 members Mstep: Class 21 contains 20668 members Mstep: Class 22 contains 13531 members Mstep: Class 23 contains 11637 members Mstep: Class 24 contains 2113 members Mstep: Class 25 contains 6357 members Mstep: Class 26 contains 1567 members Mstep: Class 27 contains 2705 members Mstep: Class 28 contains 21209 members Mstep: Class 29 contains 8863 members Mstep: Class 30 contains 3923 members Mstep: Class 31 contains 5623 members Mstep: Class 32 contains 14505 members Mstep: Class 33 contains 2561 members Entering Unmasked Estep ConsiderDeletion Score: -18493792.000000 Penalty: 14153.809570 Iteration 53Q: 34 clusters Score -1.849379e+07 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 27872 members Mstep: Class 3 contains 1381 members Mstep: Class 4 contains 42675 members Mstep: Class 5 contains 57166 members Mstep: Class 6 contains 29110 members Mstep: Class 7 contains 4812 members Mstep: Class 8 contains 7176 members Mstep: Class 9 contains 39728 members Mstep: Class 10 contains 11545 members Mstep: Class 11 contains 8003 members Mstep: Class 12 contains 597 members Mstep: Class 13 contains 288 members Mstep: Class 14 contains 8866 members Mstep: Class 15 contains 39642 members Mstep: Class 16 contains 12148 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10825 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 10651 members Mstep: Class 21 contains 20737 members Mstep: Class 22 contains 13206 members Mstep: Class 23 contains 11619 members Mstep: Class 24 contains 2126 members Mstep: Class 25 contains 6336 members Mstep: Class 26 contains 1556 members Mstep: Class 27 contains 2706 members Mstep: Class 28 contains 21379 members Mstep: Class 29 contains 8924 members Mstep: Class 30 contains 3914 members Mstep: Class 31 contains 5620 members Mstep: Class 32 contains 14563 members Mstep: Class 33 contains 2623 members Entering Unmasked Estep ConsiderDeletion Score: -18494968.000000 Penalty: 14153.809570 Iteration 54Q: 34 clusters Score -1.849497e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 27890 members Mstep: Class 3 contains 1495 members Mstep: Class 4 contains 42495 members Mstep: Class 5 contains 57078 members Mstep: Class 6 contains 29213 members Mstep: Class 7 contains 4842 members Mstep: Class 8 contains 7271 members Mstep: Class 9 contains 39823 members Mstep: Class 10 contains 11627 members Mstep: Class 11 contains 8021 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 39304 members Mstep: Class 16 contains 12203 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10686 members Mstep: Class 19 contains 4283 members Mstep: Class 20 contains 10675 members Mstep: Class 21 contains 20783 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 11592 members Mstep: Class 24 contains 2131 members Mstep: Class 25 contains 6317 members Mstep: Class 26 contains 1547 members Mstep: Class 27 contains 2685 members Mstep: Class 28 contains 21510 members Mstep: Class 29 contains 8988 members Mstep: Class 30 contains 3905 members Mstep: Class 31 contains 5617 members Mstep: Class 32 contains 14640 members Mstep: Class 33 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -18495636.000000 Penalty: 14153.809570 Iteration 55Q: 34 clusters Score -1.849564e+07 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 27900 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 42285 members Mstep: Class 5 contains 57015 members Mstep: Class 6 contains 29296 members Mstep: Class 7 contains 4867 members Mstep: Class 8 contains 7349 members Mstep: Class 9 contains 39919 members Mstep: Class 10 contains 11645 members Mstep: Class 11 contains 8045 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 294 members Mstep: Class 14 contains 9050 members Mstep: Class 15 contains 38979 members Mstep: Class 16 contains 12264 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10592 members Mstep: Class 19 contains 4330 members Mstep: Class 20 contains 10748 members Mstep: Class 21 contains 20800 members Mstep: Class 22 contains 12540 members Mstep: Class 23 contains 11576 members Mstep: Class 24 contains 2135 members Mstep: Class 25 contains 6303 members Mstep: Class 26 contains 1533 members Mstep: Class 27 contains 2652 members Mstep: Class 28 contains 21589 members Mstep: Class 29 contains 9046 members Mstep: Class 30 contains 3909 members Mstep: Class 31 contains 5629 members Mstep: Class 32 contains 14713 members Mstep: Class 33 contains 2791 members Entering Unmasked Estep ConsiderDeletion Score: -18496078.000000 Penalty: 14153.809570 Iteration 56Q: 34 clusters Score -1.849608e+07 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 27899 members Mstep: Class 3 contains 1685 members Mstep: Class 4 contains 42037 members Mstep: Class 5 contains 56960 members Mstep: Class 6 contains 29349 members Mstep: Class 7 contains 4891 members Mstep: Class 8 contains 7419 members Mstep: Class 9 contains 40011 members Mstep: Class 10 contains 11644 members Mstep: Class 11 contains 8066 members Mstep: Class 12 contains 602 members Mstep: Class 13 contains 295 members Mstep: Class 14 contains 9130 members Mstep: Class 15 contains 38670 members Mstep: Class 16 contains 12320 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10525 members Mstep: Class 19 contains 4349 members Mstep: Class 20 contains 10816 members Mstep: Class 21 contains 20830 members Mstep: Class 22 contains 12323 members Mstep: Class 23 contains 11563 members Mstep: Class 24 contains 2138 members Mstep: Class 25 contains 6295 members Mstep: Class 26 contains 1527 members Mstep: Class 27 contains 2629 members Mstep: Class 28 contains 21678 members Mstep: Class 29 contains 9104 members Mstep: Class 30 contains 3907 members Mstep: Class 31 contains 5642 members Mstep: Class 32 contains 14818 members Mstep: Class 33 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -18496418.000000 Penalty: 14153.809570 Iteration 57Q: 34 clusters Score -1.849642e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 27898 members Mstep: Class 3 contains 1752 members Mstep: Class 4 contains 41817 members Mstep: Class 5 contains 56943 members Mstep: Class 6 contains 29400 members Mstep: Class 7 contains 4922 members Mstep: Class 8 contains 7486 members Mstep: Class 9 contains 40089 members Mstep: Class 10 contains 11638 members Mstep: Class 11 contains 8083 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 302 members Mstep: Class 14 contains 9202 members Mstep: Class 15 contains 38348 members Mstep: Class 16 contains 12377 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10481 members Mstep: Class 19 contains 4361 members Mstep: Class 20 contains 10922 members Mstep: Class 21 contains 20832 members Mstep: Class 22 contains 12129 members Mstep: Class 23 contains 11558 members Mstep: Class 24 contains 2144 members Mstep: Class 25 contains 6286 members Mstep: Class 26 contains 1524 members Mstep: Class 27 contains 2606 members Mstep: Class 28 contains 21731 members Mstep: Class 29 contains 9159 members Mstep: Class 30 contains 3885 members Mstep: Class 31 contains 5643 members Mstep: Class 32 contains 14934 members Mstep: Class 33 contains 2900 members Entering Unmasked Estep ConsiderDeletion Score: -18496656.000000 Penalty: 14153.809570 Iteration 58Q: 34 clusters Score -1.849666e+07 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 27895 members Mstep: Class 3 contains 1827 members Mstep: Class 4 contains 41571 members Mstep: Class 5 contains 56931 members Mstep: Class 6 contains 29456 members Mstep: Class 7 contains 4955 members Mstep: Class 8 contains 7546 members Mstep: Class 9 contains 40149 members Mstep: Class 10 contains 11620 members Mstep: Class 11 contains 8096 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 313 members Mstep: Class 14 contains 9265 members Mstep: Class 15 contains 38042 members Mstep: Class 16 contains 12445 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 10474 members Mstep: Class 19 contains 4373 members Mstep: Class 20 contains 11016 members Mstep: Class 21 contains 20830 members Mstep: Class 22 contains 11959 members Mstep: Class 23 contains 11553 members Mstep: Class 24 contains 2144 members Mstep: Class 25 contains 6277 members Mstep: Class 26 contains 1518 members Mstep: Class 27 contains 2580 members Mstep: Class 28 contains 21776 members Mstep: Class 29 contains 9212 members Mstep: Class 30 contains 3871 members Mstep: Class 31 contains 5672 members Mstep: Class 32 contains 15033 members Mstep: Class 33 contains 2934 members Entering Unmasked Estep ConsiderDeletion Score: -18496894.000000 Penalty: 14153.809570 Iteration 59Q: 34 clusters Score -1.849689e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 27897 members Mstep: Class 3 contains 1895 members Mstep: Class 4 contains 41357 members Mstep: Class 5 contains 56917 members Mstep: Class 6 contains 29502 members Mstep: Class 7 contains 4983 members Mstep: Class 8 contains 7586 members Mstep: Class 9 contains 40196 members Mstep: Class 10 contains 11602 members Mstep: Class 11 contains 8103 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 342 members Mstep: Class 14 contains 9300 members Mstep: Class 15 contains 37777 members Mstep: Class 16 contains 12491 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10462 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 11088 members Mstep: Class 21 contains 20836 members Mstep: Class 22 contains 11832 members Mstep: Class 23 contains 11549 members Mstep: Class 24 contains 2136 members Mstep: Class 25 contains 6271 members Mstep: Class 26 contains 1524 members Mstep: Class 27 contains 2546 members Mstep: Class 28 contains 21820 members Mstep: Class 29 contains 9266 members Mstep: Class 30 contains 3858 members Mstep: Class 31 contains 5694 members Mstep: Class 32 contains 15127 members Mstep: Class 33 contains 2970 members Entering Unmasked Estep ConsiderDeletion Score: -18497512.000000 Penalty: 14153.809570 Iteration 60F: 34 clusters Score -1.849751e+07 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 27900 members Mstep: Class 3 contains 1968 members Mstep: Class 4 contains 41142 members Mstep: Class 5 contains 56911 members Mstep: Class 6 contains 29542 members Mstep: Class 7 contains 5012 members Mstep: Class 8 contains 7630 members Mstep: Class 9 contains 40242 members Mstep: Class 10 contains 11544 members Mstep: Class 11 contains 8118 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 374 members Mstep: Class 14 contains 9376 members Mstep: Class 15 contains 37499 members Mstep: Class 16 contains 12510 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10545 members Mstep: Class 19 contains 4340 members Mstep: Class 20 contains 11151 members Mstep: Class 21 contains 20837 members Mstep: Class 22 contains 11717 members Mstep: Class 23 contains 11549 members Mstep: Class 24 contains 2152 members Mstep: Class 25 contains 6260 members Mstep: Class 26 contains 1525 members Mstep: Class 27 contains 2524 members Mstep: Class 28 contains 21848 members Mstep: Class 29 contains 9311 members Mstep: Class 30 contains 3839 members Mstep: Class 31 contains 5713 members Mstep: Class 32 contains 15208 members Mstep: Class 33 contains 3012 members Entering Unmasked Estep ConsiderDeletion Score: -18498192.000000 Penalty: 14153.809570 Iteration 61Q: 34 clusters Score -1.849819e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 27902 members Mstep: Class 3 contains 2045 members Mstep: Class 4 contains 40944 members Mstep: Class 5 contains 56905 members Mstep: Class 6 contains 29581 members Mstep: Class 7 contains 5037 members Mstep: Class 8 contains 7668 members Mstep: Class 9 contains 40276 members Mstep: Class 10 contains 11507 members Mstep: Class 11 contains 8132 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 392 members Mstep: Class 14 contains 9385 members Mstep: Class 15 contains 37239 members Mstep: Class 16 contains 12504 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10594 members Mstep: Class 19 contains 4315 members Mstep: Class 20 contains 11174 members Mstep: Class 21 contains 20833 members Mstep: Class 22 contains 11646 members Mstep: Class 23 contains 11547 members Mstep: Class 24 contains 2169 members Mstep: Class 25 contains 6253 members Mstep: Class 26 contains 1529 members Mstep: Class 27 contains 2579 members Mstep: Class 28 contains 21878 members Mstep: Class 29 contains 9357 members Mstep: Class 30 contains 3815 members Mstep: Class 31 contains 5730 members Mstep: Class 32 contains 15305 members Mstep: Class 33 contains 3045 members Entering Unmasked Estep ConsiderDeletion Score: -18498516.000000 Penalty: 14153.809570 Iteration 62Q: 34 clusters Score -1.849852e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 27907 members Mstep: Class 3 contains 2087 members Mstep: Class 4 contains 40762 members Mstep: Class 5 contains 56907 members Mstep: Class 6 contains 29620 members Mstep: Class 7 contains 5066 members Mstep: Class 8 contains 7696 members Mstep: Class 9 contains 40295 members Mstep: Class 10 contains 11481 members Mstep: Class 11 contains 8132 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 410 members Mstep: Class 14 contains 9387 members Mstep: Class 15 contains 36985 members Mstep: Class 16 contains 12521 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10635 members Mstep: Class 19 contains 4300 members Mstep: Class 20 contains 11220 members Mstep: Class 21 contains 20822 members Mstep: Class 22 contains 11576 members Mstep: Class 23 contains 11551 members Mstep: Class 24 contains 2190 members Mstep: Class 25 contains 6244 members Mstep: Class 26 contains 1534 members Mstep: Class 27 contains 2666 members Mstep: Class 28 contains 21905 members Mstep: Class 29 contains 9402 members Mstep: Class 30 contains 3763 members Mstep: Class 31 contains 5741 members Mstep: Class 32 contains 15397 members Mstep: Class 33 contains 3074 members Entering Unmasked Estep ConsiderDeletion Score: -18498612.000000 Penalty: 14153.809570 Iteration 63Q: 34 clusters Score -1.849861e+07 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 27909 members Mstep: Class 3 contains 2106 members Mstep: Class 4 contains 40575 members Mstep: Class 5 contains 56909 members Mstep: Class 6 contains 29658 members Mstep: Class 7 contains 5096 members Mstep: Class 8 contains 7718 members Mstep: Class 9 contains 40314 members Mstep: Class 10 contains 11463 members Mstep: Class 11 contains 8129 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 419 members Mstep: Class 14 contains 9376 members Mstep: Class 15 contains 36716 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10682 members Mstep: Class 19 contains 4286 members Mstep: Class 20 contains 11278 members Mstep: Class 21 contains 20820 members Mstep: Class 22 contains 11513 members Mstep: Class 23 contains 11553 members Mstep: Class 24 contains 2198 members Mstep: Class 25 contains 6228 members Mstep: Class 26 contains 1533 members Mstep: Class 27 contains 2771 members Mstep: Class 28 contains 21930 members Mstep: Class 29 contains 9462 members Mstep: Class 30 contains 3724 members Mstep: Class 31 contains 5752 members Mstep: Class 32 contains 15495 members Mstep: Class 33 contains 3112 members Entering Unmasked Estep ConsiderDeletion Score: -18498748.000000 Penalty: 14153.809570 Iteration 64Q: 34 clusters Score -1.849875e+07 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 27914 members Mstep: Class 3 contains 2127 members Mstep: Class 4 contains 40400 members Mstep: Class 5 contains 56905 members Mstep: Class 6 contains 29718 members Mstep: Class 7 contains 5121 members Mstep: Class 8 contains 7727 members Mstep: Class 9 contains 40324 members Mstep: Class 10 contains 11461 members Mstep: Class 11 contains 8133 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 421 members Mstep: Class 14 contains 9354 members Mstep: Class 15 contains 36436 members Mstep: Class 16 contains 12578 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10713 members Mstep: Class 19 contains 4282 members Mstep: Class 20 contains 11353 members Mstep: Class 21 contains 20821 members Mstep: Class 22 contains 11434 members Mstep: Class 23 contains 11555 members Mstep: Class 24 contains 2206 members Mstep: Class 25 contains 6217 members Mstep: Class 26 contains 1533 members Mstep: Class 27 contains 2878 members Mstep: Class 28 contains 21954 members Mstep: Class 29 contains 9523 members Mstep: Class 30 contains 3686 members Mstep: Class 31 contains 5757 members Mstep: Class 32 contains 15583 members Mstep: Class 33 contains 3155 members Entering Unmasked Estep ConsiderDeletion Score: -18498790.000000 Penalty: 14153.809570 Iteration 65Q: 34 clusters Score -1.849879e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 27918 members Mstep: Class 3 contains 2141 members Mstep: Class 4 contains 40249 members Mstep: Class 5 contains 56898 members Mstep: Class 6 contains 29794 members Mstep: Class 7 contains 5151 members Mstep: Class 8 contains 7729 members Mstep: Class 9 contains 40336 members Mstep: Class 10 contains 11453 members Mstep: Class 11 contains 8132 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 424 members Mstep: Class 14 contains 9336 members Mstep: Class 15 contains 36146 members Mstep: Class 16 contains 12636 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10748 members Mstep: Class 19 contains 4282 members Mstep: Class 20 contains 11409 members Mstep: Class 21 contains 20832 members Mstep: Class 22 contains 11345 members Mstep: Class 23 contains 11560 members Mstep: Class 24 contains 2207 members Mstep: Class 25 contains 6212 members Mstep: Class 26 contains 1533 members Mstep: Class 27 contains 2969 members Mstep: Class 28 contains 21972 members Mstep: Class 29 contains 9594 members Mstep: Class 30 contains 3652 members Mstep: Class 31 contains 5753 members Mstep: Class 32 contains 15661 members Mstep: Class 33 contains 3196 members Entering Unmasked Estep ConsiderDeletion Score: -18498886.000000 Penalty: 14153.809570 Iteration 66Q: 34 clusters Score -1.849889e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 27929 members Mstep: Class 3 contains 2150 members Mstep: Class 4 contains 40108 members Mstep: Class 5 contains 56896 members Mstep: Class 6 contains 29896 members Mstep: Class 7 contains 5169 members Mstep: Class 8 contains 7732 members Mstep: Class 9 contains 40356 members Mstep: Class 10 contains 11452 members Mstep: Class 11 contains 8124 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 428 members Mstep: Class 14 contains 9309 members Mstep: Class 15 contains 35847 members Mstep: Class 16 contains 12705 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10792 members Mstep: Class 19 contains 4285 members Mstep: Class 20 contains 11465 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 11238 members Mstep: Class 23 contains 11565 members Mstep: Class 24 contains 2209 members Mstep: Class 25 contains 6202 members Mstep: Class 26 contains 1529 members Mstep: Class 27 contains 3068 members Mstep: Class 28 contains 21986 members Mstep: Class 29 contains 9660 members Mstep: Class 30 contains 3621 members Mstep: Class 31 contains 5754 members Mstep: Class 32 contains 15720 members Mstep: Class 33 contains 3232 members Entering Unmasked Estep ConsiderDeletion Score: -18498954.000000 Penalty: 14153.809570 Iteration 67Q: 34 clusters Score -1.849895e+07 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 27937 members Mstep: Class 3 contains 2147 members Mstep: Class 4 contains 39974 members Mstep: Class 5 contains 56892 members Mstep: Class 6 contains 30010 members Mstep: Class 7 contains 5196 members Mstep: Class 8 contains 7759 members Mstep: Class 9 contains 40377 members Mstep: Class 10 contains 11447 members Mstep: Class 11 contains 8119 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 434 members Mstep: Class 14 contains 9280 members Mstep: Class 15 contains 35593 members Mstep: Class 16 contains 12761 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10828 members Mstep: Class 19 contains 4288 members Mstep: Class 20 contains 11512 members Mstep: Class 21 contains 20854 members Mstep: Class 22 contains 11096 members Mstep: Class 23 contains 11565 members Mstep: Class 24 contains 2211 members Mstep: Class 25 contains 6188 members Mstep: Class 26 contains 1525 members Mstep: Class 27 contains 3173 members Mstep: Class 28 contains 21994 members Mstep: Class 29 contains 9690 members Mstep: Class 30 contains 3588 members Mstep: Class 31 contains 5751 members Mstep: Class 32 contains 15780 members Mstep: Class 33 contains 3293 members Entering Unmasked Estep ConsiderDeletion Score: -18499206.000000 Penalty: 14153.809570 Iteration 68Q: 34 clusters Score -1.849921e+07 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 27941 members Mstep: Class 3 contains 2157 members Mstep: Class 4 contains 39831 members Mstep: Class 5 contains 56881 members Mstep: Class 6 contains 30166 members Mstep: Class 7 contains 5215 members Mstep: Class 8 contains 7784 members Mstep: Class 9 contains 40395 members Mstep: Class 10 contains 11437 members Mstep: Class 11 contains 8118 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 441 members Mstep: Class 14 contains 9230 members Mstep: Class 15 contains 35365 members Mstep: Class 16 contains 12812 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10860 members Mstep: Class 19 contains 4304 members Mstep: Class 20 contains 11535 members Mstep: Class 21 contains 20867 members Mstep: Class 22 contains 10918 members Mstep: Class 23 contains 11569 members Mstep: Class 24 contains 2225 members Mstep: Class 25 contains 6181 members Mstep: Class 26 contains 1525 members Mstep: Class 27 contains 3261 members Mstep: Class 28 contains 22002 members Mstep: Class 29 contains 9722 members Mstep: Class 30 contains 3548 members Mstep: Class 31 contains 5746 members Mstep: Class 32 contains 15852 members Mstep: Class 33 contains 3372 members Entering Unmasked Estep ConsiderDeletion Score: -18499508.000000 Penalty: 14153.809570 Iteration 69Q: 34 clusters Score -1.849951e+07 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 27948 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 39714 members Mstep: Class 5 contains 56877 members Mstep: Class 6 contains 30357 members Mstep: Class 7 contains 5231 members Mstep: Class 8 contains 7811 members Mstep: Class 9 contains 40413 members Mstep: Class 10 contains 11423 members Mstep: Class 11 contains 8116 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 447 members Mstep: Class 14 contains 9141 members Mstep: Class 15 contains 35136 members Mstep: Class 16 contains 12861 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10897 members Mstep: Class 19 contains 4315 members Mstep: Class 20 contains 11549 members Mstep: Class 21 contains 20871 members Mstep: Class 22 contains 10694 members Mstep: Class 23 contains 11571 members Mstep: Class 24 contains 2245 members Mstep: Class 25 contains 6176 members Mstep: Class 26 contains 1524 members Mstep: Class 27 contains 3348 members Mstep: Class 28 contains 22016 members Mstep: Class 29 contains 9745 members Mstep: Class 30 contains 3509 members Mstep: Class 31 contains 5747 members Mstep: Class 32 contains 15913 members Mstep: Class 33 contains 3501 members Entering Unmasked Estep ConsiderDeletion Score: -18500088.000000 Penalty: 14153.809570 Iteration 70Q: 34 clusters Score -1.850009e+07 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 27959 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 39626 members Mstep: Class 5 contains 56867 members Mstep: Class 6 contains 30601 members Mstep: Class 7 contains 5241 members Mstep: Class 8 contains 7832 members Mstep: Class 9 contains 40422 members Mstep: Class 10 contains 11418 members Mstep: Class 11 contains 8108 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 8999 members Mstep: Class 15 contains 34902 members Mstep: Class 16 contains 12922 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 10954 members Mstep: Class 19 contains 4314 members Mstep: Class 20 contains 11586 members Mstep: Class 21 contains 20860 members Mstep: Class 22 contains 10424 members Mstep: Class 23 contains 11580 members Mstep: Class 24 contains 2261 members Mstep: Class 25 contains 6176 members Mstep: Class 26 contains 1521 members Mstep: Class 27 contains 3432 members Mstep: Class 28 contains 22019 members Mstep: Class 29 contains 9769 members Mstep: Class 30 contains 3472 members Mstep: Class 31 contains 5739 members Mstep: Class 32 contains 15955 members Mstep: Class 33 contains 3676 members Entering Unmasked Estep ConsiderDeletion Score: -18501106.000000 Penalty: 14153.809570 Iteration 71Q: 34 clusters Score -1.850111e+07 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 27968 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 39531 members Mstep: Class 5 contains 56845 members Mstep: Class 6 contains 30820 members Mstep: Class 7 contains 5251 members Mstep: Class 8 contains 7838 members Mstep: Class 9 contains 40433 members Mstep: Class 10 contains 11413 members Mstep: Class 11 contains 8105 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 455 members Mstep: Class 14 contains 8735 members Mstep: Class 15 contains 34669 members Mstep: Class 16 contains 13008 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 11006 members Mstep: Class 19 contains 4310 members Mstep: Class 20 contains 11619 members Mstep: Class 21 contains 20855 members Mstep: Class 22 contains 10330 members Mstep: Class 23 contains 11586 members Mstep: Class 24 contains 2276 members Mstep: Class 25 contains 6176 members Mstep: Class 26 contains 1519 members Mstep: Class 27 contains 3507 members Mstep: Class 28 contains 22026 members Mstep: Class 29 contains 9782 members Mstep: Class 30 contains 3446 members Mstep: Class 31 contains 5738 members Mstep: Class 32 contains 15992 members Mstep: Class 33 contains 3841 members Entering Unmasked Estep ConsiderDeletion Score: -18501884.000000 Penalty: 14153.809570 Iteration 72Q: 34 clusters Score -1.850188e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 27975 members Mstep: Class 3 contains 2190 members Mstep: Class 4 contains 39459 members Mstep: Class 5 contains 56807 members Mstep: Class 6 contains 30990 members Mstep: Class 7 contains 5264 members Mstep: Class 8 contains 7841 members Mstep: Class 9 contains 40441 members Mstep: Class 10 contains 11422 members Mstep: Class 11 contains 8103 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 8421 members Mstep: Class 15 contains 34471 members Mstep: Class 16 contains 13076 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 11043 members Mstep: Class 19 contains 4307 members Mstep: Class 20 contains 11663 members Mstep: Class 21 contains 20861 members Mstep: Class 22 contains 10387 members Mstep: Class 23 contains 11590 members Mstep: Class 24 contains 2288 members Mstep: Class 25 contains 6175 members Mstep: Class 26 contains 1515 members Mstep: Class 27 contains 3583 members Mstep: Class 28 contains 22031 members Mstep: Class 29 contains 9789 members Mstep: Class 30 contains 3418 members Mstep: Class 31 contains 5722 members Mstep: Class 32 contains 16016 members Mstep: Class 33 contains 3962 members Entering Unmasked Estep ConsiderDeletion Score: -18502332.000000 Penalty: 14153.809570 Iteration 73Q: 34 clusters Score -1.850233e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 27984 members Mstep: Class 3 contains 2203 members Mstep: Class 4 contains 39400 members Mstep: Class 5 contains 56769 members Mstep: Class 6 contains 31203 members Mstep: Class 7 contains 5280 members Mstep: Class 8 contains 7856 members Mstep: Class 9 contains 40446 members Mstep: Class 10 contains 11432 members Mstep: Class 11 contains 8098 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 8134 members Mstep: Class 15 contains 34295 members Mstep: Class 16 contains 13094 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11080 members Mstep: Class 19 contains 4304 members Mstep: Class 20 contains 11704 members Mstep: Class 21 contains 20855 members Mstep: Class 22 contains 10395 members Mstep: Class 23 contains 11591 members Mstep: Class 24 contains 2299 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 1512 members Mstep: Class 27 contains 3670 members Mstep: Class 28 contains 22031 members Mstep: Class 29 contains 9795 members Mstep: Class 30 contains 3389 members Mstep: Class 31 contains 5713 members Mstep: Class 32 contains 16037 members Mstep: Class 33 contains 4065 members Entering Unmasked Estep ConsiderDeletion Score: -18502818.000000 Penalty: 14153.809570 Iteration 74Q: 34 clusters Score -1.850282e+07 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 27991 members Mstep: Class 3 contains 2218 members Mstep: Class 4 contains 39333 members Mstep: Class 5 contains 56746 members Mstep: Class 6 contains 31509 members Mstep: Class 7 contains 5295 members Mstep: Class 8 contains 7877 members Mstep: Class 9 contains 40447 members Mstep: Class 10 contains 11444 members Mstep: Class 11 contains 8096 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 461 members Mstep: Class 14 contains 7891 members Mstep: Class 15 contains 34140 members Mstep: Class 16 contains 13109 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11103 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11738 members Mstep: Class 21 contains 20842 members Mstep: Class 22 contains 10247 members Mstep: Class 23 contains 11594 members Mstep: Class 24 contains 2311 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 3748 members Mstep: Class 28 contains 22035 members Mstep: Class 29 contains 9807 members Mstep: Class 30 contains 3361 members Mstep: Class 31 contains 5700 members Mstep: Class 32 contains 16080 members Mstep: Class 33 contains 4158 members Entering Unmasked Estep ConsiderDeletion Score: -18503450.000000 Penalty: 14153.809570 Iteration 75Q: 34 clusters Score -1.850345e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 28001 members Mstep: Class 3 contains 2230 members Mstep: Class 4 contains 39266 members Mstep: Class 5 contains 56711 members Mstep: Class 6 contains 31645 members Mstep: Class 7 contains 5317 members Mstep: Class 8 contains 7880 members Mstep: Class 9 contains 40453 members Mstep: Class 10 contains 11455 members Mstep: Class 11 contains 8086 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 464 members Mstep: Class 14 contains 7623 members Mstep: Class 15 contains 34013 members Mstep: Class 16 contains 13130 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11128 members Mstep: Class 19 contains 4300 members Mstep: Class 20 contains 11772 members Mstep: Class 21 contains 20842 members Mstep: Class 22 contains 10324 members Mstep: Class 23 contains 11597 members Mstep: Class 24 contains 2309 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 3815 members Mstep: Class 28 contains 22038 members Mstep: Class 29 contains 9819 members Mstep: Class 30 contains 3339 members Mstep: Class 31 contains 5691 members Mstep: Class 32 contains 16112 members Mstep: Class 33 contains 4220 members Entering Unmasked Estep ConsiderDeletion Score: -18503688.000000 Penalty: 14153.809570 Iteration 76Q: 34 clusters Score -1.850369e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 28011 members Mstep: Class 3 contains 2246 members Mstep: Class 4 contains 39209 members Mstep: Class 5 contains 56689 members Mstep: Class 6 contains 31662 members Mstep: Class 7 contains 5344 members Mstep: Class 8 contains 7892 members Mstep: Class 9 contains 40461 members Mstep: Class 10 contains 11467 members Mstep: Class 11 contains 8080 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 467 members Mstep: Class 14 contains 7408 members Mstep: Class 15 contains 33886 members Mstep: Class 16 contains 13142 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11157 members Mstep: Class 19 contains 4296 members Mstep: Class 20 contains 11807 members Mstep: Class 21 contains 20840 members Mstep: Class 22 contains 10460 members Mstep: Class 23 contains 11595 members Mstep: Class 24 contains 2308 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1512 members Mstep: Class 27 contains 3881 members Mstep: Class 28 contains 22038 members Mstep: Class 29 contains 9822 members Mstep: Class 30 contains 3316 members Mstep: Class 31 contains 5690 members Mstep: Class 32 contains 16128 members Mstep: Class 33 contains 4276 members Entering Unmasked Estep ConsiderDeletion Score: -18503872.000000 Penalty: 14153.809570 Iteration 77Q: 34 clusters Score -1.850387e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 28018 members Mstep: Class 3 contains 2252 members Mstep: Class 4 contains 39158 members Mstep: Class 5 contains 56681 members Mstep: Class 6 contains 31674 members Mstep: Class 7 contains 5373 members Mstep: Class 8 contains 7912 members Mstep: Class 9 contains 40467 members Mstep: Class 10 contains 11498 members Mstep: Class 11 contains 8072 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 471 members Mstep: Class 14 contains 7227 members Mstep: Class 15 contains 33775 members Mstep: Class 16 contains 13145 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11186 members Mstep: Class 19 contains 4294 members Mstep: Class 20 contains 11844 members Mstep: Class 21 contains 20834 members Mstep: Class 22 contains 10543 members Mstep: Class 23 contains 11596 members Mstep: Class 24 contains 2303 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1511 members Mstep: Class 27 contains 3942 members Mstep: Class 28 contains 22040 members Mstep: Class 29 contains 9828 members Mstep: Class 30 contains 3291 members Mstep: Class 31 contains 5680 members Mstep: Class 32 contains 16140 members Mstep: Class 33 contains 4335 members Entering Unmasked Estep ConsiderDeletion Score: -18503888.000000 Penalty: 14153.809570 Iteration 78Q: 34 clusters Score -1.850389e+07 nChanged 818 Entering ConstructFrom: Score: -18503888.000000 Penalty: 14153.809570 Entering ConstructFrom: Trying to split cluster 1 (8663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Entering Unmasked Estep Score: -370172.187500 Penalty: 299.204926 Iteration 0F: 2 clusters Score -370172.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -364405.093750 Penalty: 598.409851 Iteration 0F: 3 clusters Score -364405.1 nChanged 4096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -367409.218750 Penalty: 598.409851 Iteration 1F: 3 clusters Score -367409.2 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -367875.187500 Penalty: 598.409851 Iteration 2F: 3 clusters Score -367875.2 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -368284.593750 Penalty: 598.409851 Iteration 3F: 3 clusters Score -368284.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -368673.187500 Penalty: 598.409851 Iteration 4F: 3 clusters Score -368673.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -369067.500000 Penalty: 598.409851 Iteration 5F: 3 clusters Score -369067.5 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -369475.812500 Penalty: 598.409851 Iteration 6F: 3 clusters Score -369475.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -369876.593750 Penalty: 598.409851 Iteration 7Q: 3 clusters Score -369876.6 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -370217.281250 Penalty: 598.409851 Iteration 8Q: 3 clusters Score -370217.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -370496.843750 Penalty: 598.409851 Iteration 9Q: 3 clusters Score -370496.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -370718.500000 Penalty: 598.409851 Iteration 10Q: 3 clusters Score -370718.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -370863.531250 Penalty: 598.409851 Iteration 11Q: 3 clusters Score -370863.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -370983.406250 Penalty: 598.409851 Iteration 12Q: 3 clusters Score -370983.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -371122.781250 Penalty: 598.409851 Iteration 13Q: 3 clusters Score -371122.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -371295.718750 Penalty: 598.409851 Iteration 14Q: 3 clusters Score -371295.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -371442.218750 Penalty: 598.409851 Iteration 15Q: 3 clusters Score -371442.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -371514.468750 Penalty: 598.409851 Iteration 16Q: 3 clusters Score -371514.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -371580.187500 Penalty: 598.409851 Iteration 17Q: 3 clusters Score -371580.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -371636.250000 Penalty: 598.409851 Iteration 18Q: 3 clusters Score -371636.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -371680.875000 Penalty: 598.409851 Iteration 19Q: 3 clusters Score -371680.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -371746.156250 Penalty: 598.409851 Iteration 20F: 3 clusters Score -371746.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -371782.687500 Penalty: 598.409851 Iteration 21Q: 3 clusters Score -371782.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -371788.000000 Penalty: 598.409851 Iteration 22Q: 3 clusters Score -371788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -371787.437500 Penalty: 598.409851 Iteration 23Q: 3 clusters Score -371787.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -371788.093750 Penalty: 598.409851 Iteration 24Q: 3 clusters Score -371788.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -371788.093750 Penalty: 598.409851 Iteration 25F: 3 clusters Score -371788.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 56670 members Mstep: Class 6 contains 31664 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 7926 members Mstep: Class 9 contains 40482 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Entering Unmasked Estep Score: -18505514.000000 Penalty: 14582.712891 Splitting cluster 1 changes total score from -18503888.000000 to -18505514.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 2 (28022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28022 members Entering Unmasked Estep Score: -1349328.625000 Penalty: 337.944611 Iteration 0F: 2 clusters Score -1349329 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -1330532.250000 Penalty: 675.889221 Iteration 0F: 3 clusters Score -1330532 nChanged 13545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 15084 members Entering Unmasked Estep Score: -1338736.625000 Penalty: 675.889221 Iteration 1F: 3 clusters Score -1338737 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 15996 members Entering Unmasked Estep Score: -1339547.875000 Penalty: 675.889221 Iteration 2F: 3 clusters Score -1339548 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 17373 members Entering Unmasked Estep Score: -1340696.000000 Penalty: 675.889221 Iteration 3F: 3 clusters Score -1340696 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 19131 members Entering Unmasked Estep Score: -1342230.750000 Penalty: 675.889221 Iteration 4F: 3 clusters Score -1342231 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 20897 members Entering Unmasked Estep Score: -1343842.875000 Penalty: 675.889221 Iteration 5F: 3 clusters Score -1343843 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 22403 members Entering Unmasked Estep Score: -1345292.250000 Penalty: 675.889221 Iteration 6F: 3 clusters Score -1345292 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 23510 members Entering Unmasked Estep Score: -1346407.875000 Penalty: 675.889221 Iteration 7Q: 3 clusters Score -1346408 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 24321 members Entering Unmasked Estep Score: -1347210.750000 Penalty: 675.889221 Iteration 8Q: 3 clusters Score -1347211 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -1347743.625000 Penalty: 675.889221 Iteration 9Q: 3 clusters Score -1347744 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 25252 members Entering Unmasked Estep Score: -1348067.875000 Penalty: 675.889221 Iteration 10Q: 3 clusters Score -1348068 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 25541 members Entering Unmasked Estep Score: -1348278.875000 Penalty: 675.889221 Iteration 11Q: 3 clusters Score -1348279 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -1348448.500000 Penalty: 675.889221 Iteration 12Q: 3 clusters Score -1348448 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 25983 members Entering Unmasked Estep Score: -1348587.625000 Penalty: 675.889221 Iteration 13Q: 3 clusters Score -1348588 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -1348674.000000 Penalty: 675.889221 Iteration 14Q: 3 clusters Score -1348674 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -1348756.125000 Penalty: 675.889221 Iteration 15Q: 3 clusters Score -1348756 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 26366 members Entering Unmasked Estep Score: -1348814.375000 Penalty: 675.889221 Iteration 16Q: 3 clusters Score -1348814 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 26446 members Entering Unmasked Estep Score: -1348863.375000 Penalty: 675.889221 Iteration 17Q: 3 clusters Score -1348863 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 26529 members Entering Unmasked Estep Score: -1348908.625000 Penalty: 675.889221 Iteration 18Q: 3 clusters Score -1348909 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 26592 members Entering Unmasked Estep Score: -1348934.250000 Penalty: 675.889221 Iteration 19Q: 3 clusters Score -1348934 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -1348958.500000 Penalty: 675.889221 Iteration 20F: 3 clusters Score -1348958 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 26677 members Entering Unmasked Estep Score: -1348981.625000 Penalty: 675.889221 Iteration 21Q: 3 clusters Score -1348982 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 26715 members Entering Unmasked Estep Score: -1348998.500000 Penalty: 675.889221 Iteration 22Q: 3 clusters Score -1348998 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 26754 members Entering Unmasked Estep Score: -1349011.250000 Penalty: 675.889221 Iteration 23Q: 3 clusters Score -1349011 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 26774 members Entering Unmasked Estep Score: -1349013.375000 Penalty: 675.889221 Iteration 24Q: 3 clusters Score -1349013 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 26792 members Entering Unmasked Estep Score: -1349019.250000 Penalty: 675.889221 Iteration 25Q: 3 clusters Score -1349019 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 26800 members Entering Unmasked Estep Score: -1349018.625000 Penalty: 675.889221 Iteration 26Q: 3 clusters Score -1349019 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 26809 members Entering Unmasked Estep Score: -1349019.625000 Penalty: 675.889221 Iteration 27Q: 3 clusters Score -1349020 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 26813 members Entering Unmasked Estep Score: -1349023.250000 Penalty: 675.889221 Iteration 28Q: 3 clusters Score -1349023 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 26821 members Entering Unmasked Estep Score: -1349026.625000 Penalty: 675.889221 Iteration 29Q: 3 clusters Score -1349027 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 26837 members Entering Unmasked Estep Score: -1349030.500000 Penalty: 675.889221 Iteration 30Q: 3 clusters Score -1349030 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 26852 members Entering Unmasked Estep Score: -1349032.750000 Penalty: 675.889221 Iteration 31Q: 3 clusters Score -1349033 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 26865 members Entering Unmasked Estep Score: -1349032.250000 Penalty: 675.889221 Iteration 32Q: 3 clusters Score -1349032 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -1349035.500000 Penalty: 675.889221 Iteration 33Q: 3 clusters Score -1349036 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -1349035.250000 Penalty: 675.889221 Iteration 34Q: 3 clusters Score -1349035 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 26901 members Entering Unmasked Estep Score: -1349038.375000 Penalty: 675.889221 Iteration 35Q: 3 clusters Score -1349038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 26909 members Entering Unmasked Estep Score: -1349041.750000 Penalty: 675.889221 Iteration 36Q: 3 clusters Score -1349042 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 26916 members Entering Unmasked Estep Score: -1349042.250000 Penalty: 675.889221 Iteration 37Q: 3 clusters Score -1349042 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 26927 members Entering Unmasked Estep Score: -1349046.625000 Penalty: 675.889221 Iteration 38Q: 3 clusters Score -1349047 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 26934 members Entering Unmasked Estep Score: -1349049.250000 Penalty: 675.889221 Iteration 39Q: 3 clusters Score -1349049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -1349052.625000 Penalty: 675.889221 Iteration 40F: 3 clusters Score -1349053 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 26950 members Entering Unmasked Estep Score: -1349052.625000 Penalty: 675.889221 Iteration 41Q: 3 clusters Score -1349053 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 26959 members Entering Unmasked Estep Score: -1349051.875000 Penalty: 675.889221 Iteration 42Q: 3 clusters Score -1349052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 26963 members Entering Unmasked Estep Score: -1349050.875000 Penalty: 675.889221 Iteration 43Q: 3 clusters Score -1349051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 26967 members Entering Unmasked Estep Score: -1349051.375000 Penalty: 675.889221 Iteration 44Q: 3 clusters Score -1349051 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 26973 members Entering Unmasked Estep Score: -1349050.000000 Penalty: 675.889221 Iteration 45Q: 3 clusters Score -1349050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -1349053.750000 Penalty: 675.889221 Iteration 46Q: 3 clusters Score -1349054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 26979 members Entering Unmasked Estep Score: -1349053.375000 Penalty: 675.889221 Iteration 47Q: 3 clusters Score -1349053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -1349053.500000 Penalty: 675.889221 Iteration 48Q: 3 clusters Score -1349054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -1349053.500000 Penalty: 675.889221 Iteration 49F: 3 clusters Score -1349054 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Entering Unmasked Estep Score: -79140.250000 Penalty: 254.950455 Iteration 0F: 2 clusters Score -79140.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -77588.250000 Penalty: 509.900909 Iteration 0F: 3 clusters Score -77588.25 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -78273.945312 Penalty: 509.900909 Iteration 1F: 3 clusters Score -78273.95 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -78463.570312 Penalty: 509.900909 Iteration 2F: 3 clusters Score -78463.57 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -78609.562500 Penalty: 509.900909 Iteration 3F: 3 clusters Score -78609.56 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -78737.710938 Penalty: 509.900909 Iteration 4F: 3 clusters Score -78737.71 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -78855.554688 Penalty: 509.900909 Iteration 5F: 3 clusters Score -78855.55 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -78927.601562 Penalty: 509.900909 Iteration 6Q: 3 clusters Score -78927.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -78998.312500 Penalty: 509.900909 Iteration 7Q: 3 clusters Score -78998.31 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -79091.148438 Penalty: 509.900909 Iteration 8Q: 3 clusters Score -79091.15 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -79179.445312 Penalty: 509.900909 Iteration 9Q: 3 clusters Score -79179.45 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -79248.648438 Penalty: 509.900909 Iteration 10Q: 3 clusters Score -79248.65 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -79308.171875 Penalty: 509.900909 Iteration 11Q: 3 clusters Score -79308.17 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -79361.687500 Penalty: 509.900909 Iteration 12Q: 3 clusters Score -79361.69 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -79399.578125 Penalty: 509.900909 Iteration 13Q: 3 clusters Score -79399.58 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -79422.601562 Penalty: 509.900909 Iteration 14Q: 3 clusters Score -79422.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -79437.429688 Penalty: 509.900909 Iteration 15Q: 3 clusters Score -79437.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -79443.734375 Penalty: 509.900909 Iteration 16Q: 3 clusters Score -79443.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -79452.031250 Penalty: 509.900909 Iteration 17Q: 3 clusters Score -79452.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -79459.843750 Penalty: 509.900909 Iteration 18Q: 3 clusters Score -79459.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -79461.578125 Penalty: 509.900909 Iteration 19Q: 3 clusters Score -79461.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -79531.726562 Penalty: 509.900909 Iteration 20F: 3 clusters Score -79531.73 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -79688.625000 Penalty: 509.900909 Iteration 21Q: 3 clusters Score -79688.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -79710.781250 Penalty: 509.900909 Iteration 22Q: 3 clusters Score -79710.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -79712.453125 Penalty: 509.900909 Iteration 23Q: 3 clusters Score -79712.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -79712.570312 Penalty: 509.900909 Iteration 24Q: 3 clusters Score -79712.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -79712.570312 Penalty: 509.900909 Iteration 25F: 3 clusters Score -79712.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 56670 members Mstep: Class 6 contains 31664 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 7926 members Mstep: Class 9 contains 40482 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Entering Unmasked Estep Score: -18505920.000000 Penalty: 15011.616211 Splitting cluster 3 changes total score from -18503888.000000 to -18505920.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 4 (39095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39095 members Entering Unmasked Estep Score: -1823549.500000 Penalty: 348.933746 Iteration 0F: 2 clusters Score -1823550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19444 members Mstep: Class 2 contains 19651 members Entering Unmasked Estep Score: -1797290.875000 Penalty: 697.867493 Iteration 0F: 3 clusters Score -1797291 nChanged 18949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17405 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -1809455.875000 Penalty: 697.867493 Iteration 1F: 3 clusters Score -1809456 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16474 members Mstep: Class 2 contains 22621 members Entering Unmasked Estep Score: -1810813.875000 Penalty: 697.867493 Iteration 2F: 3 clusters Score -1810814 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15296 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -1812772.625000 Penalty: 697.867493 Iteration 3F: 3 clusters Score -1812773 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 24974 members Entering Unmasked Estep Score: -1815048.125000 Penalty: 697.867493 Iteration 4F: 3 clusters Score -1815048 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 25955 members Entering Unmasked Estep Score: -1816896.500000 Penalty: 697.867493 Iteration 5F: 3 clusters Score -1816896 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 26682 members Entering Unmasked Estep Score: -1817876.125000 Penalty: 697.867493 Iteration 6Q: 3 clusters Score -1817876 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 27211 members Entering Unmasked Estep Score: -1818380.625000 Penalty: 697.867493 Iteration 7Q: 3 clusters Score -1818381 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 27701 members Entering Unmasked Estep Score: -1818666.750000 Penalty: 697.867493 Iteration 8Q: 3 clusters Score -1818667 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 28122 members Entering Unmasked Estep Score: -1818896.875000 Penalty: 697.867493 Iteration 9Q: 3 clusters Score -1818897 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 28525 members Entering Unmasked Estep Score: -1819108.750000 Penalty: 697.867493 Iteration 10Q: 3 clusters Score -1819109 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 28906 members Entering Unmasked Estep Score: -1819302.875000 Penalty: 697.867493 Iteration 11Q: 3 clusters Score -1819303 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 29279 members Entering Unmasked Estep Score: -1819518.750000 Penalty: 697.867493 Iteration 12Q: 3 clusters Score -1819519 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 29653 members Entering Unmasked Estep Score: -1819739.375000 Penalty: 697.867493 Iteration 13Q: 3 clusters Score -1819739 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -1819948.125000 Penalty: 697.867493 Iteration 14Q: 3 clusters Score -1819948 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 30342 members Entering Unmasked Estep Score: -1820129.875000 Penalty: 697.867493 Iteration 15Q: 3 clusters Score -1820130 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 30646 members Entering Unmasked Estep Score: -1820309.625000 Penalty: 697.867493 Iteration 16Q: 3 clusters Score -1820310 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 30962 members Entering Unmasked Estep Score: -1820480.125000 Penalty: 697.867493 Iteration 17Q: 3 clusters Score -1820480 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 31269 members Entering Unmasked Estep Score: -1820638.750000 Penalty: 697.867493 Iteration 18Q: 3 clusters Score -1820639 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 31591 members Entering Unmasked Estep Score: -1820807.250000 Penalty: 697.867493 Iteration 19Q: 3 clusters Score -1820807 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 31949 members Entering Unmasked Estep Score: -1821005.500000 Penalty: 697.867493 Iteration 20F: 3 clusters Score -1821006 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 32314 members Entering Unmasked Estep Score: -1821190.250000 Penalty: 697.867493 Iteration 21Q: 3 clusters Score -1821190 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 32691 members Entering Unmasked Estep Score: -1821355.750000 Penalty: 697.867493 Iteration 22Q: 3 clusters Score -1821356 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 33048 members Entering Unmasked Estep Score: -1821523.500000 Penalty: 697.867493 Iteration 23Q: 3 clusters Score -1821524 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 33402 members Entering Unmasked Estep Score: -1821680.500000 Penalty: 697.867493 Iteration 24Q: 3 clusters Score -1821680 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 33720 members Entering Unmasked Estep Score: -1821808.250000 Penalty: 697.867493 Iteration 25Q: 3 clusters Score -1821808 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 34064 members Entering Unmasked Estep Score: -1821944.000000 Penalty: 697.867493 Iteration 26Q: 3 clusters Score -1821944 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 34398 members Entering Unmasked Estep Score: -1822075.000000 Penalty: 697.867493 Iteration 27Q: 3 clusters Score -1822075 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 34742 members Entering Unmasked Estep Score: -1822195.375000 Penalty: 697.867493 Iteration 28Q: 3 clusters Score -1822195 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 35059 members Entering Unmasked Estep Score: -1822312.625000 Penalty: 697.867493 Iteration 29Q: 3 clusters Score -1822313 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 35373 members Entering Unmasked Estep Score: -1822424.375000 Penalty: 697.867493 Iteration 30Q: 3 clusters Score -1822424 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 35661 members Entering Unmasked Estep Score: -1822532.000000 Penalty: 697.867493 Iteration 31Q: 3 clusters Score -1822532 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 35943 members Entering Unmasked Estep Score: -1822621.750000 Penalty: 697.867493 Iteration 32Q: 3 clusters Score -1822622 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 36192 members Entering Unmasked Estep Score: -1822716.625000 Penalty: 697.867493 Iteration 33Q: 3 clusters Score -1822717 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 36418 members Entering Unmasked Estep Score: -1822792.250000 Penalty: 697.867493 Iteration 34Q: 3 clusters Score -1822792 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 36624 members Entering Unmasked Estep Score: -1822851.375000 Penalty: 697.867493 Iteration 35Q: 3 clusters Score -1822851 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 36799 members Entering Unmasked Estep Score: -1822906.125000 Penalty: 697.867493 Iteration 36Q: 3 clusters Score -1822906 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 36983 members Entering Unmasked Estep Score: -1822962.375000 Penalty: 697.867493 Iteration 37Q: 3 clusters Score -1822962 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 37155 members Entering Unmasked Estep Score: -1823014.750000 Penalty: 697.867493 Iteration 38Q: 3 clusters Score -1823015 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 37317 members Entering Unmasked Estep Score: -1823059.750000 Penalty: 697.867493 Iteration 39Q: 3 clusters Score -1823060 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 37463 members Entering Unmasked Estep Score: -1823103.125000 Penalty: 697.867493 Iteration 40F: 3 clusters Score -1823103 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 37584 members Entering Unmasked Estep Score: -1823130.625000 Penalty: 697.867493 Iteration 41Q: 3 clusters Score -1823131 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 37702 members Entering Unmasked Estep Score: -1823167.125000 Penalty: 697.867493 Iteration 42Q: 3 clusters Score -1823167 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 37806 members Entering Unmasked Estep Score: -1823192.750000 Penalty: 697.867493 Iteration 43Q: 3 clusters Score -1823193 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 37901 members Entering Unmasked Estep Score: -1823216.500000 Penalty: 697.867493 Iteration 44Q: 3 clusters Score -1823216 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 37977 members Entering Unmasked Estep Score: -1823228.000000 Penalty: 697.867493 Iteration 45Q: 3 clusters Score -1823228 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -1823242.125000 Penalty: 697.867493 Iteration 46Q: 3 clusters Score -1823242 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 38097 members Entering Unmasked Estep Score: -1823251.125000 Penalty: 697.867493 Iteration 47Q: 3 clusters Score -1823251 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 38134 members Entering Unmasked Estep Score: -1823263.500000 Penalty: 697.867493 Iteration 48Q: 3 clusters Score -1823264 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 38164 members Entering Unmasked Estep Score: -1823266.125000 Penalty: 697.867493 Iteration 49Q: 3 clusters Score -1823266 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -1823271.125000 Penalty: 697.867493 Iteration 50Q: 3 clusters Score -1823271 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 38209 members Entering Unmasked Estep Score: -1823277.625000 Penalty: 697.867493 Iteration 51Q: 3 clusters Score -1823278 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 38234 members Entering Unmasked Estep Score: -1823281.000000 Penalty: 697.867493 Iteration 52Q: 3 clusters Score -1823281 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 38256 members Entering Unmasked Estep Score: -1823290.500000 Penalty: 697.867493 Iteration 53Q: 3 clusters Score -1823290 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 38272 members Entering Unmasked Estep Score: -1823293.250000 Penalty: 697.867493 Iteration 54Q: 3 clusters Score -1823293 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 38284 members Entering Unmasked Estep Score: -1823295.000000 Penalty: 697.867493 Iteration 55Q: 3 clusters Score -1823295 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 38300 members Entering Unmasked Estep Score: -1823299.375000 Penalty: 697.867493 Iteration 56Q: 3 clusters Score -1823299 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 38321 members Entering Unmasked Estep Score: -1823304.375000 Penalty: 697.867493 Iteration 57Q: 3 clusters Score -1823304 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 38339 members Entering Unmasked Estep Score: -1823306.000000 Penalty: 697.867493 Iteration 58Q: 3 clusters Score -1823306 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 38359 members Entering Unmasked Estep Score: -1823310.625000 Penalty: 697.867493 Iteration 59Q: 3 clusters Score -1823311 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 38371 members Entering Unmasked Estep Score: -1823314.125000 Penalty: 697.867493 Iteration 60F: 3 clusters Score -1823314 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 38381 members Entering Unmasked Estep Score: -1823314.250000 Penalty: 697.867493 Iteration 61Q: 3 clusters Score -1823314 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 38390 members Entering Unmasked Estep Score: -1823317.750000 Penalty: 697.867493 Iteration 62Q: 3 clusters Score -1823318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 38393 members Entering Unmasked Estep Score: -1823318.500000 Penalty: 697.867493 Iteration 63Q: 3 clusters Score -1823318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 38400 members Entering Unmasked Estep Score: -1823320.375000 Penalty: 697.867493 Iteration 64Q: 3 clusters Score -1823320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 38408 members Entering Unmasked Estep Score: -1823319.875000 Penalty: 697.867493 Iteration 65Q: 3 clusters Score -1823320 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 38419 members Entering Unmasked Estep Score: -1823320.500000 Penalty: 697.867493 Iteration 66Q: 3 clusters Score -1823320 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 38429 members Entering Unmasked Estep Score: -1823318.750000 Penalty: 697.867493 Iteration 67Q: 3 clusters Score -1823319 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 38437 members Entering Unmasked Estep Score: -1823319.875000 Penalty: 697.867493 Iteration 68Q: 3 clusters Score -1823320 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 38448 members Entering Unmasked Estep Score: -1823322.250000 Penalty: 697.867493 Iteration 69Q: 3 clusters Score -1823322 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 38456 members Entering Unmasked Estep Score: -1823327.750000 Penalty: 697.867493 Iteration 70Q: 3 clusters Score -1823328 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 38458 members Entering Unmasked Estep Score: -1823330.625000 Penalty: 697.867493 Iteration 71Q: 3 clusters Score -1823331 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -1823335.125000 Penalty: 697.867493 Iteration 72Q: 3 clusters Score -1823335 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 38462 members Entering Unmasked Estep Score: -1823337.625000 Penalty: 697.867493 Iteration 73Q: 3 clusters Score -1823338 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 38463 members Entering Unmasked Estep Score: -1823338.250000 Penalty: 697.867493 Iteration 74Q: 3 clusters Score -1823338 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 38462 members Entering Unmasked Estep Score: -1823341.750000 Penalty: 697.867493 Iteration 75Q: 3 clusters Score -1823342 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 38462 members Entering Unmasked Estep Score: -1823341.375000 Penalty: 697.867493 Iteration 76Q: 3 clusters Score -1823341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -1823341.500000 Penalty: 697.867493 Iteration 77Q: 3 clusters Score -1823342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 38459 members Entering Unmasked Estep Score: -1823342.000000 Penalty: 697.867493 Iteration 78Q: 3 clusters Score -1823342 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 38458 members Entering Unmasked Estep Score: -1823342.000000 Penalty: 697.867493 Iteration 79Q: 3 clusters Score -1823342 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 38458 members Entering Unmasked Estep Score: -1823342.000000 Penalty: 697.867493 Iteration 80F: 3 clusters Score -1823342 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (56670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56670 members Entering Unmasked Estep Score: -2606502.000000 Penalty: 361.185028 Iteration 0F: 2 clusters Score -2606502 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28179 members Mstep: Class 2 contains 28491 members Entering Unmasked Estep Score: -2568399.000000 Penalty: 722.370056 Iteration 0F: 3 clusters Score -2568399 nChanged 27574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23337 members Mstep: Class 2 contains 33333 members Entering Unmasked Estep Score: -2586162.750000 Penalty: 722.370056 Iteration 1F: 3 clusters Score -2586163 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Mstep: Class 2 contains 35753 members Entering Unmasked Estep Score: -2589187.500000 Penalty: 722.370056 Iteration 2F: 3 clusters Score -2589188 nChanged 4818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 38445 members Entering Unmasked Estep Score: -2593609.250000 Penalty: 722.370056 Iteration 3F: 3 clusters Score -2593609 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15764 members Mstep: Class 2 contains 40906 members Entering Unmasked Estep Score: -2599813.250000 Penalty: 722.370056 Iteration 4F: 3 clusters Score -2599813 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14057 members Mstep: Class 2 contains 42613 members Entering Unmasked Estep Score: -2606557.000000 Penalty: 722.370056 Iteration 5F: 3 clusters Score -2606557 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 43308 members Entering Unmasked Estep Score: -2610367.500000 Penalty: 722.370056 Iteration 6Q: 3 clusters Score -2610368 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 43895 members Entering Unmasked Estep Score: -2611953.000000 Penalty: 722.370056 Iteration 7Q: 3 clusters Score -2611953 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 44463 members Entering Unmasked Estep Score: -2613010.500000 Penalty: 722.370056 Iteration 8Q: 3 clusters Score -2613010 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 45081 members Entering Unmasked Estep Score: -2614135.000000 Penalty: 722.370056 Iteration 9Q: 3 clusters Score -2614135 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 45701 members Entering Unmasked Estep Score: -2615390.750000 Penalty: 722.370056 Iteration 10Q: 3 clusters Score -2615391 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 46353 members Entering Unmasked Estep Score: -2616705.750000 Penalty: 722.370056 Iteration 11Q: 3 clusters Score -2616706 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 46924 members Entering Unmasked Estep Score: -2617611.750000 Penalty: 722.370056 Iteration 12Q: 3 clusters Score -2617612 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 47305 members Entering Unmasked Estep Score: -2617986.750000 Penalty: 722.370056 Iteration 13Q: 3 clusters Score -2617987 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 47473 members Entering Unmasked Estep Score: -2618043.750000 Penalty: 722.370056 Iteration 14Q: 3 clusters Score -2618044 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 47544 members Entering Unmasked Estep Score: -2618044.250000 Penalty: 722.370056 Iteration 15Q: 3 clusters Score -2618044 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 47569 members Entering Unmasked Estep Score: -2618043.500000 Penalty: 722.370056 Iteration 16Q: 3 clusters Score -2618044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 47582 members Entering Unmasked Estep Score: -2618054.500000 Penalty: 722.370056 Iteration 17Q: 3 clusters Score -2618054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 47588 members Entering Unmasked Estep Score: -2618054.500000 Penalty: 722.370056 Iteration 18Q: 3 clusters Score -2618054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 47590 members Entering Unmasked Estep Score: -2618054.000000 Penalty: 722.370056 Iteration 19Q: 3 clusters Score -2618054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 47590 members Entering Unmasked Estep Score: -2618054.000000 Penalty: 722.370056 Iteration 20F: 3 clusters Score -2618054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 31664 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 7926 members Mstep: Class 9 contains 40482 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Entering Unmasked Estep Score: -18517442.000000 Penalty: 15440.519531 Splitting cluster 5 changes total score from -18503888.000000 to -18517442.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 6 (31664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31664 members Entering Unmasked Estep Score: -1457272.125000 Penalty: 341.976898 Iteration 0F: 2 clusters Score -1457272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15857 members Mstep: Class 2 contains 15807 members Entering Unmasked Estep Score: -1436178.500000 Penalty: 683.953796 Iteration 0F: 3 clusters Score -1436178 nChanged 15270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 16473 members Entering Unmasked Estep Score: -1446024.750000 Penalty: 683.953796 Iteration 1F: 3 clusters Score -1446025 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14517 members Mstep: Class 2 contains 17147 members Entering Unmasked Estep Score: -1447844.750000 Penalty: 683.953796 Iteration 2F: 3 clusters Score -1447845 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 17939 members Entering Unmasked Estep Score: -1450452.250000 Penalty: 683.953796 Iteration 3F: 3 clusters Score -1450452 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13013 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -1453205.750000 Penalty: 683.953796 Iteration 4F: 3 clusters Score -1453206 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 19247 members Entering Unmasked Estep Score: -1455339.875000 Penalty: 683.953796 Iteration 5F: 3 clusters Score -1455340 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -1456947.750000 Penalty: 683.953796 Iteration 6F: 3 clusters Score -1456948 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 20009 members Entering Unmasked Estep Score: -1458277.375000 Penalty: 683.953796 Iteration 7Q: 3 clusters Score -1458277 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 20342 members Entering Unmasked Estep Score: -1458985.250000 Penalty: 683.953796 Iteration 8Q: 3 clusters Score -1458985 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -1459240.250000 Penalty: 683.953796 Iteration 9Q: 3 clusters Score -1459240 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 20766 members Entering Unmasked Estep Score: -1459295.625000 Penalty: 683.953796 Iteration 10Q: 3 clusters Score -1459296 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10788 members Mstep: Class 2 contains 20876 members Entering Unmasked Estep Score: -1459313.625000 Penalty: 683.953796 Iteration 11Q: 3 clusters Score -1459314 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 20948 members Entering Unmasked Estep Score: -1459318.250000 Penalty: 683.953796 Iteration 12Q: 3 clusters Score -1459318 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 21000 members Entering Unmasked Estep Score: -1459323.750000 Penalty: 683.953796 Iteration 13Q: 3 clusters Score -1459324 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 21032 members Entering Unmasked Estep Score: -1459324.750000 Penalty: 683.953796 Iteration 14Q: 3 clusters Score -1459325 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 21054 members Entering Unmasked Estep Score: -1459325.125000 Penalty: 683.953796 Iteration 15Q: 3 clusters Score -1459325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 21072 members Entering Unmasked Estep Score: -1459324.500000 Penalty: 683.953796 Iteration 16Q: 3 clusters Score -1459324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -1459326.000000 Penalty: 683.953796 Iteration 17Q: 3 clusters Score -1459326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 21083 members Entering Unmasked Estep Score: -1459326.375000 Penalty: 683.953796 Iteration 18Q: 3 clusters Score -1459326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -1459327.125000 Penalty: 683.953796 Iteration 19Q: 3 clusters Score -1459327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -1459327.125000 Penalty: 683.953796 Iteration 20F: 3 clusters Score -1459327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 7926 members Mstep: Class 9 contains 40482 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Entering Unmasked Estep Score: -18519366.000000 Penalty: 15869.422852 Splitting cluster 6 changes total score from -18503888.000000 to -18519366.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 7 (5396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Entering Unmasked Estep Score: -236930.640625 Penalty: 283.582642 Iteration 0F: 2 clusters Score -236930.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -233307.671875 Penalty: 567.165283 Iteration 0F: 3 clusters Score -233307.7 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -234802.328125 Penalty: 567.165283 Iteration 1F: 3 clusters Score -234802.3 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -235004.656250 Penalty: 567.165283 Iteration 2F: 3 clusters Score -235004.7 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -235245.562500 Penalty: 567.165283 Iteration 3F: 3 clusters Score -235245.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -235531.656250 Penalty: 567.165283 Iteration 4F: 3 clusters Score -235531.7 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -235794.046875 Penalty: 567.165283 Iteration 5F: 3 clusters Score -235794 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -235942.734375 Penalty: 567.165283 Iteration 6F: 3 clusters Score -235942.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -236012.625000 Penalty: 567.165283 Iteration 7Q: 3 clusters Score -236012.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -236057.671875 Penalty: 567.165283 Iteration 8Q: 3 clusters Score -236057.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -236092.640625 Penalty: 567.165283 Iteration 9Q: 3 clusters Score -236092.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -236123.390625 Penalty: 567.165283 Iteration 10Q: 3 clusters Score -236123.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -236161.796875 Penalty: 567.165283 Iteration 11Q: 3 clusters Score -236161.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -236211.687500 Penalty: 567.165283 Iteration 12Q: 3 clusters Score -236211.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -236282.921875 Penalty: 567.165283 Iteration 13Q: 3 clusters Score -236282.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -236387.531250 Penalty: 567.165283 Iteration 14Q: 3 clusters Score -236387.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -236505.609375 Penalty: 567.165283 Iteration 15Q: 3 clusters Score -236505.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -236621.187500 Penalty: 567.165283 Iteration 16Q: 3 clusters Score -236621.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -236695.312500 Penalty: 567.165283 Iteration 17Q: 3 clusters Score -236695.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -236724.578125 Penalty: 567.165283 Iteration 18Q: 3 clusters Score -236724.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -236736.656250 Penalty: 567.165283 Iteration 19Q: 3 clusters Score -236736.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -236745.000000 Penalty: 567.165283 Iteration 20F: 3 clusters Score -236745 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -236748.640625 Penalty: 567.165283 Iteration 21Q: 3 clusters Score -236748.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -236750.312500 Penalty: 567.165283 Iteration 22Q: 3 clusters Score -236750.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -236753.078125 Penalty: 567.165283 Iteration 23Q: 3 clusters Score -236753.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -236755.078125 Penalty: 567.165283 Iteration 24Q: 3 clusters Score -236755.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -236757.968750 Penalty: 567.165283 Iteration 25Q: 3 clusters Score -236758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -236759.093750 Penalty: 567.165283 Iteration 26Q: 3 clusters Score -236759.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -236759.640625 Penalty: 567.165283 Iteration 27Q: 3 clusters Score -236759.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -236760.546875 Penalty: 567.165283 Iteration 28Q: 3 clusters Score -236760.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -236761.500000 Penalty: 567.165283 Iteration 29Q: 3 clusters Score -236761.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -236764.015625 Penalty: 567.165283 Iteration 30Q: 3 clusters Score -236764 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -236765.671875 Penalty: 567.165283 Iteration 31Q: 3 clusters Score -236765.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -236768.187500 Penalty: 567.165283 Iteration 32Q: 3 clusters Score -236768.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -236769.468750 Penalty: 567.165283 Iteration 33Q: 3 clusters Score -236769.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -236770.562500 Penalty: 567.165283 Iteration 34Q: 3 clusters Score -236770.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -236772.515625 Penalty: 567.165283 Iteration 35Q: 3 clusters Score -236772.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -236773.375000 Penalty: 567.165283 Iteration 36Q: 3 clusters Score -236773.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -236774.812500 Penalty: 567.165283 Iteration 37Q: 3 clusters Score -236774.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -236774.984375 Penalty: 567.165283 Iteration 38Q: 3 clusters Score -236775 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -236776.093750 Penalty: 567.165283 Iteration 39Q: 3 clusters Score -236776.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -236776.687500 Penalty: 567.165283 Iteration 40F: 3 clusters Score -236776.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -236777.296875 Penalty: 567.165283 Iteration 41Q: 3 clusters Score -236777.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -236778.031250 Penalty: 567.165283 Iteration 42Q: 3 clusters Score -236778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -236778.500000 Penalty: 567.165283 Iteration 43Q: 3 clusters Score -236778.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -236778.875000 Penalty: 567.165283 Iteration 44Q: 3 clusters Score -236778.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -236779.281250 Penalty: 567.165283 Iteration 45Q: 3 clusters Score -236779.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -236780.109375 Penalty: 567.165283 Iteration 46Q: 3 clusters Score -236780.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -236780.609375 Penalty: 567.165283 Iteration 47Q: 3 clusters Score -236780.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -236780.359375 Penalty: 567.165283 Iteration 48Q: 3 clusters Score -236780.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -236780.359375 Penalty: 567.165283 Iteration 49F: 3 clusters Score -236780.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Entering Unmasked Estep Score: -349016.062500 Penalty: 296.270813 Iteration 0F: 2 clusters Score -349016.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -343674.562500 Penalty: 592.541626 Iteration 0F: 3 clusters Score -343674.6 nChanged 3715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -345951.781250 Penalty: 592.541626 Iteration 1F: 3 clusters Score -345951.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -346282.281250 Penalty: 592.541626 Iteration 2F: 3 clusters Score -346282.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -346741.000000 Penalty: 592.541626 Iteration 3F: 3 clusters Score -346741 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -347307.375000 Penalty: 592.541626 Iteration 4F: 3 clusters Score -347307.4 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -347848.812500 Penalty: 592.541626 Iteration 5F: 3 clusters Score -347848.8 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -348189.625000 Penalty: 592.541626 Iteration 6F: 3 clusters Score -348189.6 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -348379.562500 Penalty: 592.541626 Iteration 7Q: 3 clusters Score -348379.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -348541.343750 Penalty: 592.541626 Iteration 8Q: 3 clusters Score -348541.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -348696.843750 Penalty: 592.541626 Iteration 9Q: 3 clusters Score -348696.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -348846.812500 Penalty: 592.541626 Iteration 10Q: 3 clusters Score -348846.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -348958.093750 Penalty: 592.541626 Iteration 11Q: 3 clusters Score -348958.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -349043.093750 Penalty: 592.541626 Iteration 12Q: 3 clusters Score -349043.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -349116.781250 Penalty: 592.541626 Iteration 13Q: 3 clusters Score -349116.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -349165.875000 Penalty: 592.541626 Iteration 14Q: 3 clusters Score -349165.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -349203.437500 Penalty: 592.541626 Iteration 15Q: 3 clusters Score -349203.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -349246.125000 Penalty: 592.541626 Iteration 16Q: 3 clusters Score -349246.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -349280.062500 Penalty: 592.541626 Iteration 17Q: 3 clusters Score -349280.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -349300.500000 Penalty: 592.541626 Iteration 18Q: 3 clusters Score -349300.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -349317.250000 Penalty: 592.541626 Iteration 19Q: 3 clusters Score -349317.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -349340.062500 Penalty: 592.541626 Iteration 20F: 3 clusters Score -349340.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -349367.281250 Penalty: 592.541626 Iteration 21Q: 3 clusters Score -349367.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -349409.781250 Penalty: 592.541626 Iteration 22Q: 3 clusters Score -349409.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -349453.843750 Penalty: 592.541626 Iteration 23Q: 3 clusters Score -349453.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -349496.093750 Penalty: 592.541626 Iteration 24Q: 3 clusters Score -349496.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -349527.906250 Penalty: 592.541626 Iteration 25Q: 3 clusters Score -349527.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -349544.625000 Penalty: 592.541626 Iteration 26Q: 3 clusters Score -349544.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -349551.031250 Penalty: 592.541626 Iteration 27Q: 3 clusters Score -349551 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -349551.875000 Penalty: 592.541626 Iteration 28Q: 3 clusters Score -349551.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -349555.562500 Penalty: 592.541626 Iteration 29Q: 3 clusters Score -349555.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -349556.843750 Penalty: 592.541626 Iteration 30Q: 3 clusters Score -349556.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -349556.750000 Penalty: 592.541626 Iteration 31Q: 3 clusters Score -349556.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -349558.031250 Penalty: 592.541626 Iteration 32Q: 3 clusters Score -349558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -349558.531250 Penalty: 592.541626 Iteration 33Q: 3 clusters Score -349558.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -349558.437500 Penalty: 592.541626 Iteration 34Q: 3 clusters Score -349558.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -349558.250000 Penalty: 592.541626 Iteration 35Q: 3 clusters Score -349558.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -349558.250000 Penalty: 592.541626 Iteration 36F: 3 clusters Score -349558.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 40482 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Entering Unmasked Estep Score: -18519762.000000 Penalty: 16298.326172 Splitting cluster 8 changes total score from -18503888.000000 to -18519762.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 9 (40482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40482 members Entering Unmasked Estep Score: -1869376.125000 Penalty: 350.084229 Iteration 0F: 2 clusters Score -1869376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20299 members Mstep: Class 2 contains 20183 members Entering Unmasked Estep Score: -1842278.250000 Penalty: 700.168457 Iteration 0F: 3 clusters Score -1842278 nChanged 19520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20361 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -1856167.625000 Penalty: 700.168457 Iteration 1F: 3 clusters Score -1856168 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19581 members Mstep: Class 2 contains 20901 members Entering Unmasked Estep Score: -1859953.875000 Penalty: 700.168457 Iteration 2F: 3 clusters Score -1859954 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18351 members Mstep: Class 2 contains 22131 members Entering Unmasked Estep Score: -1863972.875000 Penalty: 700.168457 Iteration 3F: 3 clusters Score -1863973 nChanged 3590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 23385 members Entering Unmasked Estep Score: -1866775.000000 Penalty: 700.168457 Iteration 4F: 3 clusters Score -1866775 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 24246 members Entering Unmasked Estep Score: -1868437.375000 Penalty: 700.168457 Iteration 5F: 3 clusters Score -1868437 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15679 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -1869419.375000 Penalty: 700.168457 Iteration 6Q: 3 clusters Score -1869419 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15236 members Mstep: Class 2 contains 25246 members Entering Unmasked Estep Score: -1870160.500000 Penalty: 700.168457 Iteration 7Q: 3 clusters Score -1870160 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14847 members Mstep: Class 2 contains 25635 members Entering Unmasked Estep Score: -1870715.250000 Penalty: 700.168457 Iteration 8Q: 3 clusters Score -1870715 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14578 members Mstep: Class 2 contains 25904 members Entering Unmasked Estep Score: -1870985.375000 Penalty: 700.168457 Iteration 9Q: 3 clusters Score -1870985 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14402 members Mstep: Class 2 contains 26080 members Entering Unmasked Estep Score: -1871136.500000 Penalty: 700.168457 Iteration 10Q: 3 clusters Score -1871136 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 26246 members Entering Unmasked Estep Score: -1871202.250000 Penalty: 700.168457 Iteration 11Q: 3 clusters Score -1871202 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 26376 members Entering Unmasked Estep Score: -1871249.500000 Penalty: 700.168457 Iteration 12Q: 3 clusters Score -1871250 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13970 members Mstep: Class 2 contains 26512 members Entering Unmasked Estep Score: -1871291.875000 Penalty: 700.168457 Iteration 13Q: 3 clusters Score -1871292 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 26656 members Entering Unmasked Estep Score: -1871307.875000 Penalty: 700.168457 Iteration 14Q: 3 clusters Score -1871308 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 26798 members Entering Unmasked Estep Score: -1871346.500000 Penalty: 700.168457 Iteration 15Q: 3 clusters Score -1871346 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 26929 members Entering Unmasked Estep Score: -1871379.000000 Penalty: 700.168457 Iteration 16Q: 3 clusters Score -1871379 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13406 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -1871389.000000 Penalty: 700.168457 Iteration 17Q: 3 clusters Score -1871389 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 27234 members Entering Unmasked Estep Score: -1871410.000000 Penalty: 700.168457 Iteration 18Q: 3 clusters Score -1871410 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 27379 members Entering Unmasked Estep Score: -1871427.000000 Penalty: 700.168457 Iteration 19Q: 3 clusters Score -1871427 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 27504 members Entering Unmasked Estep Score: -1871427.375000 Penalty: 700.168457 Iteration 20F: 3 clusters Score -1871427 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 27631 members Entering Unmasked Estep Score: -1871442.000000 Penalty: 700.168457 Iteration 21Q: 3 clusters Score -1871442 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 27741 members Entering Unmasked Estep Score: -1871440.625000 Penalty: 700.168457 Iteration 22Q: 3 clusters Score -1871441 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 27830 members Entering Unmasked Estep Score: -1871451.250000 Penalty: 700.168457 Iteration 23Q: 3 clusters Score -1871451 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 27919 members Entering Unmasked Estep Score: -1871463.125000 Penalty: 700.168457 Iteration 24Q: 3 clusters Score -1871463 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 27993 members Entering Unmasked Estep Score: -1871466.750000 Penalty: 700.168457 Iteration 25Q: 3 clusters Score -1871467 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 28051 members Entering Unmasked Estep Score: -1871471.125000 Penalty: 700.168457 Iteration 26Q: 3 clusters Score -1871471 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 28116 members Entering Unmasked Estep Score: -1871480.250000 Penalty: 700.168457 Iteration 27Q: 3 clusters Score -1871480 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 28167 members Entering Unmasked Estep Score: -1871476.000000 Penalty: 700.168457 Iteration 28Q: 3 clusters Score -1871476 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 28219 members Entering Unmasked Estep Score: -1871481.500000 Penalty: 700.168457 Iteration 29Q: 3 clusters Score -1871482 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Mstep: Class 2 contains 28269 members Entering Unmasked Estep Score: -1871482.500000 Penalty: 700.168457 Iteration 30Q: 3 clusters Score -1871482 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 28309 members Entering Unmasked Estep Score: -1871487.125000 Penalty: 700.168457 Iteration 31Q: 3 clusters Score -1871487 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 28350 members Entering Unmasked Estep Score: -1871486.500000 Penalty: 700.168457 Iteration 32Q: 3 clusters Score -1871486 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 28388 members Entering Unmasked Estep Score: -1871493.000000 Penalty: 700.168457 Iteration 33Q: 3 clusters Score -1871493 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 28425 members Entering Unmasked Estep Score: -1871493.250000 Penalty: 700.168457 Iteration 34Q: 3 clusters Score -1871493 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -1871494.500000 Penalty: 700.168457 Iteration 35Q: 3 clusters Score -1871494 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 28499 members Entering Unmasked Estep Score: -1871492.125000 Penalty: 700.168457 Iteration 36Q: 3 clusters Score -1871492 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -1871492.500000 Penalty: 700.168457 Iteration 37Q: 3 clusters Score -1871492 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 28563 members Entering Unmasked Estep Score: -1871494.375000 Penalty: 700.168457 Iteration 38Q: 3 clusters Score -1871494 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 28597 members Entering Unmasked Estep Score: -1871492.125000 Penalty: 700.168457 Iteration 39Q: 3 clusters Score -1871492 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 28638 members Entering Unmasked Estep Score: -1871497.875000 Penalty: 700.168457 Iteration 40F: 3 clusters Score -1871498 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 28677 members Entering Unmasked Estep Score: -1871496.750000 Penalty: 700.168457 Iteration 41Q: 3 clusters Score -1871497 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 28718 members Entering Unmasked Estep Score: -1871497.000000 Penalty: 700.168457 Iteration 42Q: 3 clusters Score -1871497 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 28753 members Entering Unmasked Estep Score: -1871500.250000 Penalty: 700.168457 Iteration 43Q: 3 clusters Score -1871500 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 28781 members Entering Unmasked Estep Score: -1871501.000000 Penalty: 700.168457 Iteration 44Q: 3 clusters Score -1871501 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11668 members Mstep: Class 2 contains 28814 members Entering Unmasked Estep Score: -1871500.500000 Penalty: 700.168457 Iteration 45Q: 3 clusters Score -1871500 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 28855 members Entering Unmasked Estep Score: -1871501.750000 Penalty: 700.168457 Iteration 46Q: 3 clusters Score -1871502 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 28895 members Entering Unmasked Estep Score: -1871501.750000 Penalty: 700.168457 Iteration 47Q: 3 clusters Score -1871502 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 28940 members Entering Unmasked Estep Score: -1871495.125000 Penalty: 700.168457 Iteration 48Q: 3 clusters Score -1871495 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 28976 members Entering Unmasked Estep Score: -1871496.625000 Penalty: 700.168457 Iteration 49Q: 3 clusters Score -1871497 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 29016 members Entering Unmasked Estep Score: -1871498.500000 Penalty: 700.168457 Iteration 50Q: 3 clusters Score -1871498 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 29061 members Entering Unmasked Estep Score: -1871498.625000 Penalty: 700.168457 Iteration 51Q: 3 clusters Score -1871499 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 29115 members Entering Unmasked Estep Score: -1871498.000000 Penalty: 700.168457 Iteration 52Q: 3 clusters Score -1871498 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 29158 members Entering Unmasked Estep Score: -1871497.625000 Penalty: 700.168457 Iteration 53Q: 3 clusters Score -1871498 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 29202 members Entering Unmasked Estep Score: -1871502.375000 Penalty: 700.168457 Iteration 54Q: 3 clusters Score -1871502 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 29255 members Entering Unmasked Estep Score: -1871500.250000 Penalty: 700.168457 Iteration 55Q: 3 clusters Score -1871500 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 29310 members Entering Unmasked Estep Score: -1871498.000000 Penalty: 700.168457 Iteration 56Q: 3 clusters Score -1871498 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 29368 members Entering Unmasked Estep Score: -1871504.125000 Penalty: 700.168457 Iteration 57Q: 3 clusters Score -1871504 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11066 members Mstep: Class 2 contains 29416 members Entering Unmasked Estep Score: -1871502.750000 Penalty: 700.168457 Iteration 58Q: 3 clusters Score -1871503 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 29457 members Entering Unmasked Estep Score: -1871508.125000 Penalty: 700.168457 Iteration 59Q: 3 clusters Score -1871508 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 29489 members Entering Unmasked Estep Score: -1871510.500000 Penalty: 700.168457 Iteration 60F: 3 clusters Score -1871510 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -1871505.375000 Penalty: 700.168457 Iteration 61Q: 3 clusters Score -1871505 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 29563 members Entering Unmasked Estep Score: -1871507.125000 Penalty: 700.168457 Iteration 62Q: 3 clusters Score -1871507 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 29608 members Entering Unmasked Estep Score: -1871508.250000 Penalty: 700.168457 Iteration 63Q: 3 clusters Score -1871508 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 29637 members Entering Unmasked Estep Score: -1871508.625000 Penalty: 700.168457 Iteration 64Q: 3 clusters Score -1871509 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 29667 members Entering Unmasked Estep Score: -1871514.375000 Penalty: 700.168457 Iteration 65Q: 3 clusters Score -1871514 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10788 members Mstep: Class 2 contains 29694 members Entering Unmasked Estep Score: -1871516.750000 Penalty: 700.168457 Iteration 66Q: 3 clusters Score -1871517 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10767 members Mstep: Class 2 contains 29715 members Entering Unmasked Estep Score: -1871517.000000 Penalty: 700.168457 Iteration 67Q: 3 clusters Score -1871517 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10751 members Mstep: Class 2 contains 29731 members Entering Unmasked Estep Score: -1871517.375000 Penalty: 700.168457 Iteration 68Q: 3 clusters Score -1871517 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -1871516.000000 Penalty: 700.168457 Iteration 69Q: 3 clusters Score -1871516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 29742 members Entering Unmasked Estep Score: -1871515.875000 Penalty: 700.168457 Iteration 70Q: 3 clusters Score -1871516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 29746 members Entering Unmasked Estep Score: -1871516.125000 Penalty: 700.168457 Iteration 71Q: 3 clusters Score -1871516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 29749 members Entering Unmasked Estep Score: -1871516.250000 Penalty: 700.168457 Iteration 72Q: 3 clusters Score -1871516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 29751 members Entering Unmasked Estep Score: -1871515.750000 Penalty: 700.168457 Iteration 73Q: 3 clusters Score -1871516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 29753 members Entering Unmasked Estep Score: -1871517.375000 Penalty: 700.168457 Iteration 74Q: 3 clusters Score -1871517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 29755 members Entering Unmasked Estep Score: -1871519.375000 Penalty: 700.168457 Iteration 75Q: 3 clusters Score -1871519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 29755 members Entering Unmasked Estep Score: -1871519.375000 Penalty: 700.168457 Iteration 76F: 3 clusters Score -1871519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 11504 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Entering Unmasked Estep Score: -18521868.000000 Penalty: 16727.230469 Splitting cluster 9 changes total score from -18503888.000000 to -18521868.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 10 (11504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Entering Unmasked Estep Score: -461569.593750 Penalty: 308.564880 Iteration 0F: 2 clusters Score -461569.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -453957.406250 Penalty: 617.129761 Iteration 0F: 3 clusters Score -453957.4 nChanged 5412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -457944.781250 Penalty: 617.129761 Iteration 1F: 3 clusters Score -457944.8 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -458624.187500 Penalty: 617.129761 Iteration 2F: 3 clusters Score -458624.2 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -459062.218750 Penalty: 617.129761 Iteration 3F: 3 clusters Score -459062.2 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -459431.843750 Penalty: 617.129761 Iteration 4Q: 3 clusters Score -459431.8 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -459768.468750 Penalty: 617.129761 Iteration 5Q: 3 clusters Score -459768.5 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -460108.625000 Penalty: 617.129761 Iteration 6Q: 3 clusters Score -460108.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -460450.843750 Penalty: 617.129761 Iteration 7Q: 3 clusters Score -460450.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -460737.500000 Penalty: 617.129761 Iteration 8Q: 3 clusters Score -460737.5 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -460966.218750 Penalty: 617.129761 Iteration 9Q: 3 clusters Score -460966.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -461200.781250 Penalty: 617.129761 Iteration 10Q: 3 clusters Score -461200.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -461396.718750 Penalty: 617.129761 Iteration 11Q: 3 clusters Score -461396.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -461535.968750 Penalty: 617.129761 Iteration 12Q: 3 clusters Score -461536 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -461644.250000 Penalty: 617.129761 Iteration 13Q: 3 clusters Score -461644.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -461753.187500 Penalty: 617.129761 Iteration 14Q: 3 clusters Score -461753.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -461905.281250 Penalty: 617.129761 Iteration 15Q: 3 clusters Score -461905.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -462174.968750 Penalty: 617.129761 Iteration 16Q: 3 clusters Score -462175 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -462517.843750 Penalty: 617.129761 Iteration 17Q: 3 clusters Score -462517.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -462920.593750 Penalty: 617.129761 Iteration 18Q: 3 clusters Score -462920.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -463580.125000 Penalty: 617.129761 Iteration 19Q: 3 clusters Score -463580.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -463902.750000 Penalty: 617.129761 Iteration 20F: 3 clusters Score -463902.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -463985.906250 Penalty: 617.129761 Iteration 21Q: 3 clusters Score -463985.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -464019.843750 Penalty: 617.129761 Iteration 22Q: 3 clusters Score -464019.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -464034.343750 Penalty: 617.129761 Iteration 23Q: 3 clusters Score -464034.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -464041.468750 Penalty: 617.129761 Iteration 24Q: 3 clusters Score -464041.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -464045.281250 Penalty: 617.129761 Iteration 25Q: 3 clusters Score -464045.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -464053.437500 Penalty: 617.129761 Iteration 26Q: 3 clusters Score -464053.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -464063.125000 Penalty: 617.129761 Iteration 27Q: 3 clusters Score -464063.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -464072.281250 Penalty: 617.129761 Iteration 28Q: 3 clusters Score -464072.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -464078.250000 Penalty: 617.129761 Iteration 29Q: 3 clusters Score -464078.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -464083.031250 Penalty: 617.129761 Iteration 30Q: 3 clusters Score -464083 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -464087.250000 Penalty: 617.129761 Iteration 31Q: 3 clusters Score -464087.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -464090.312500 Penalty: 617.129761 Iteration 32Q: 3 clusters Score -464090.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -464092.531250 Penalty: 617.129761 Iteration 33Q: 3 clusters Score -464092.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -464093.062500 Penalty: 617.129761 Iteration 34Q: 3 clusters Score -464093.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -464094.375000 Penalty: 617.129761 Iteration 35Q: 3 clusters Score -464094.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -464094.968750 Penalty: 617.129761 Iteration 36Q: 3 clusters Score -464095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -464095.531250 Penalty: 617.129761 Iteration 37Q: 3 clusters Score -464095.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -464097.437500 Penalty: 617.129761 Iteration 38Q: 3 clusters Score -464097.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -464099.156250 Penalty: 617.129761 Iteration 39Q: 3 clusters Score -464099.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -464099.937500 Penalty: 617.129761 Iteration 40F: 3 clusters Score -464099.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -464100.968750 Penalty: 617.129761 Iteration 41Q: 3 clusters Score -464101 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -464100.812500 Penalty: 617.129761 Iteration 42Q: 3 clusters Score -464100.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -464100.656250 Penalty: 617.129761 Iteration 43Q: 3 clusters Score -464100.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -464101.312500 Penalty: 617.129761 Iteration 44Q: 3 clusters Score -464101.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -464102.031250 Penalty: 617.129761 Iteration 45Q: 3 clusters Score -464102 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -464105.468750 Penalty: 617.129761 Iteration 46Q: 3 clusters Score -464105.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -464107.875000 Penalty: 617.129761 Iteration 47Q: 3 clusters Score -464107.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -464109.156250 Penalty: 617.129761 Iteration 48Q: 3 clusters Score -464109.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -464111.625000 Penalty: 617.129761 Iteration 49Q: 3 clusters Score -464111.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -464115.281250 Penalty: 617.129761 Iteration 50Q: 3 clusters Score -464115.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -464118.093750 Penalty: 617.129761 Iteration 51Q: 3 clusters Score -464118.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -464121.500000 Penalty: 617.129761 Iteration 52Q: 3 clusters Score -464121.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -464124.406250 Penalty: 617.129761 Iteration 53Q: 3 clusters Score -464124.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -464130.218750 Penalty: 617.129761 Iteration 54Q: 3 clusters Score -464130.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -464137.625000 Penalty: 617.129761 Iteration 55Q: 3 clusters Score -464137.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -464144.656250 Penalty: 617.129761 Iteration 56Q: 3 clusters Score -464144.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -464157.156250 Penalty: 617.129761 Iteration 57Q: 3 clusters Score -464157.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -464170.750000 Penalty: 617.129761 Iteration 58Q: 3 clusters Score -464170.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -464185.625000 Penalty: 617.129761 Iteration 59Q: 3 clusters Score -464185.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -464204.093750 Penalty: 617.129761 Iteration 60F: 3 clusters Score -464204.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -464219.500000 Penalty: 617.129761 Iteration 61Q: 3 clusters Score -464219.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -464248.843750 Penalty: 617.129761 Iteration 62Q: 3 clusters Score -464248.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -464285.093750 Penalty: 617.129761 Iteration 63Q: 3 clusters Score -464285.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -464299.156250 Penalty: 617.129761 Iteration 64Q: 3 clusters Score -464299.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -464299.250000 Penalty: 617.129761 Iteration 65Q: 3 clusters Score -464299.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -464299.843750 Penalty: 617.129761 Iteration 66Q: 3 clusters Score -464299.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -464299.906250 Penalty: 617.129761 Iteration 67Q: 3 clusters Score -464299.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -464300.093750 Penalty: 617.129761 Iteration 68Q: 3 clusters Score -464300.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -464299.750000 Penalty: 617.129761 Iteration 69Q: 3 clusters Score -464299.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -464299.750000 Penalty: 617.129761 Iteration 70F: 3 clusters Score -464299.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 605 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Entering Unmasked Estep Score: -18524550.000000 Penalty: 17156.132812 Splitting cluster 10 changes total score from -18503888.000000 to -18524550.000000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 11 (8068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Entering Unmasked Estep Score: -382763.781250 Penalty: 296.856812 Iteration 0F: 2 clusters Score -382763.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -377419.593750 Penalty: 593.713623 Iteration 0F: 3 clusters Score -377419.6 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -379744.625000 Penalty: 593.713623 Iteration 1F: 3 clusters Score -379744.6 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -380301.968750 Penalty: 593.713623 Iteration 2F: 3 clusters Score -380302 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -380953.593750 Penalty: 593.713623 Iteration 3F: 3 clusters Score -380953.6 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -381428.156250 Penalty: 593.713623 Iteration 4F: 3 clusters Score -381428.2 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -381701.906250 Penalty: 593.713623 Iteration 5F: 3 clusters Score -381701.9 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -381845.125000 Penalty: 593.713623 Iteration 6Q: 3 clusters Score -381845.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -381938.250000 Penalty: 593.713623 Iteration 7Q: 3 clusters Score -381938.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -382016.625000 Penalty: 593.713623 Iteration 8Q: 3 clusters Score -382016.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -382077.687500 Penalty: 593.713623 Iteration 9Q: 3 clusters Score -382077.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -382128.218750 Penalty: 593.713623 Iteration 10Q: 3 clusters Score -382128.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -382166.906250 Penalty: 593.713623 Iteration 11Q: 3 clusters Score -382166.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -382196.625000 Penalty: 593.713623 Iteration 12Q: 3 clusters Score -382196.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -382222.406250 Penalty: 593.713623 Iteration 13Q: 3 clusters Score -382222.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -382241.906250 Penalty: 593.713623 Iteration 14Q: 3 clusters Score -382241.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -382259.125000 Penalty: 593.713623 Iteration 15Q: 3 clusters Score -382259.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -382274.625000 Penalty: 593.713623 Iteration 16Q: 3 clusters Score -382274.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -382294.718750 Penalty: 593.713623 Iteration 17Q: 3 clusters Score -382294.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -382321.406250 Penalty: 593.713623 Iteration 18Q: 3 clusters Score -382321.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -382351.812500 Penalty: 593.713623 Iteration 19Q: 3 clusters Score -382351.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -382377.343750 Penalty: 593.713623 Iteration 20F: 3 clusters Score -382377.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -382402.218750 Penalty: 593.713623 Iteration 21Q: 3 clusters Score -382402.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -382421.000000 Penalty: 593.713623 Iteration 22Q: 3 clusters Score -382421 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -382436.687500 Penalty: 593.713623 Iteration 23Q: 3 clusters Score -382436.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -382451.281250 Penalty: 593.713623 Iteration 24Q: 3 clusters Score -382451.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -382470.343750 Penalty: 593.713623 Iteration 25Q: 3 clusters Score -382470.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -382487.718750 Penalty: 593.713623 Iteration 26Q: 3 clusters Score -382487.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -382502.625000 Penalty: 593.713623 Iteration 27Q: 3 clusters Score -382502.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -382519.156250 Penalty: 593.713623 Iteration 28Q: 3 clusters Score -382519.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -382528.500000 Penalty: 593.713623 Iteration 29Q: 3 clusters Score -382528.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -382538.937500 Penalty: 593.713623 Iteration 30Q: 3 clusters Score -382538.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -382548.750000 Penalty: 593.713623 Iteration 31Q: 3 clusters Score -382548.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -382555.500000 Penalty: 593.713623 Iteration 32Q: 3 clusters Score -382555.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -382563.031250 Penalty: 593.713623 Iteration 33Q: 3 clusters Score -382563 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -382572.125000 Penalty: 593.713623 Iteration 34Q: 3 clusters Score -382572.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -382583.843750 Penalty: 593.713623 Iteration 35Q: 3 clusters Score -382583.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -382594.968750 Penalty: 593.713623 Iteration 36Q: 3 clusters Score -382595 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -382599.750000 Penalty: 593.713623 Iteration 37Q: 3 clusters Score -382599.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -382602.406250 Penalty: 593.713623 Iteration 38Q: 3 clusters Score -382602.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -382603.406250 Penalty: 593.713623 Iteration 39Q: 3 clusters Score -382603.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -382604.875000 Penalty: 593.713623 Iteration 40F: 3 clusters Score -382604.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -382606.625000 Penalty: 593.713623 Iteration 41Q: 3 clusters Score -382606.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -382606.562500 Penalty: 593.713623 Iteration 42Q: 3 clusters Score -382606.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -382606.281250 Penalty: 593.713623 Iteration 43Q: 3 clusters Score -382606.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -382607.031250 Penalty: 593.713623 Iteration 44Q: 3 clusters Score -382607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -382607.718750 Penalty: 593.713623 Iteration 45Q: 3 clusters Score -382607.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -382608.093750 Penalty: 593.713623 Iteration 46Q: 3 clusters Score -382608.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -382608.093750 Penalty: 593.713623 Iteration 47F: 3 clusters Score -382608.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -16854.046875 Penalty: 211.372543 Iteration 0F: 2 clusters Score -16854.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -16390.150391 Penalty: 422.745087 Iteration 0F: 3 clusters Score -16390.15 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16822.515625 Penalty: 422.745087 Iteration 1F: 3 clusters Score -16822.52 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17039.728516 Penalty: 422.745087 Iteration 2F: 3 clusters Score -17039.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17226.533203 Penalty: 422.745087 Iteration 3F: 3 clusters Score -17226.53 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17348.130859 Penalty: 422.745087 Iteration 4F: 3 clusters Score -17348.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -17366.964844 Penalty: 422.745087 Iteration 5Q: 3 clusters Score -17366.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17377.566406 Penalty: 422.745087 Iteration 6Q: 3 clusters Score -17377.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -17387.406250 Penalty: 422.745087 Iteration 7Q: 3 clusters Score -17387.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -17393.080078 Penalty: 422.745087 Iteration 8Q: 3 clusters Score -17393.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -17393.837891 Penalty: 422.745087 Iteration 9Q: 3 clusters Score -17393.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -17393.837891 Penalty: 422.745087 Iteration 10F: 3 clusters Score -17393.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 472 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Entering Unmasked Estep Score: -18524864.000000 Penalty: 17585.035156 Splitting cluster 12 changes total score from -18503888.000000 to -18524864.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 13 (472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Entering Unmasked Estep Score: -12957.826172 Penalty: 203.180313 Iteration 0F: 2 clusters Score -12957.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -12640.895508 Penalty: 406.360626 Iteration 0F: 3 clusters Score -12640.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -12935.671875 Penalty: 406.360626 Iteration 1F: 3 clusters Score -12935.67 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -12988.132812 Penalty: 406.360626 Iteration 2F: 3 clusters Score -12988.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -13016.527344 Penalty: 406.360626 Iteration 3Q: 3 clusters Score -13016.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -13021.216797 Penalty: 406.360626 Iteration 4Q: 3 clusters Score -13021.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -13021.392578 Penalty: 406.360626 Iteration 5Q: 3 clusters Score -13021.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -13021.392578 Penalty: 406.360626 Iteration 6F: 3 clusters Score -13021.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 7052 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Entering Unmasked Estep Score: -18524698.000000 Penalty: 18013.939453 Splitting cluster 13 changes total score from -18503888.000000 to -18524698.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 14 (7052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Entering Unmasked Estep Score: -323169.781250 Penalty: 292.415192 Iteration 0F: 2 clusters Score -323169.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -318482.156250 Penalty: 584.830383 Iteration 0F: 3 clusters Score -318482.2 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -320614.937500 Penalty: 584.830383 Iteration 1F: 3 clusters Score -320614.9 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -321012.312500 Penalty: 584.830383 Iteration 2F: 3 clusters Score -321012.3 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -321416.937500 Penalty: 584.830383 Iteration 3F: 3 clusters Score -321416.9 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -321822.468750 Penalty: 584.830383 Iteration 4F: 3 clusters Score -321822.5 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -322179.093750 Penalty: 584.830383 Iteration 5F: 3 clusters Score -322179.1 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -322395.093750 Penalty: 584.830383 Iteration 6Q: 3 clusters Score -322395.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -322519.843750 Penalty: 584.830383 Iteration 7Q: 3 clusters Score -322519.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -322605.343750 Penalty: 584.830383 Iteration 8Q: 3 clusters Score -322605.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -322660.312500 Penalty: 584.830383 Iteration 9Q: 3 clusters Score -322660.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -322699.968750 Penalty: 584.830383 Iteration 10Q: 3 clusters Score -322700 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -322734.406250 Penalty: 584.830383 Iteration 11Q: 3 clusters Score -322734.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -322769.593750 Penalty: 584.830383 Iteration 12Q: 3 clusters Score -322769.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -322805.625000 Penalty: 584.830383 Iteration 13Q: 3 clusters Score -322805.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -322843.375000 Penalty: 584.830383 Iteration 14Q: 3 clusters Score -322843.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -322877.468750 Penalty: 584.830383 Iteration 15Q: 3 clusters Score -322877.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -322914.375000 Penalty: 584.830383 Iteration 16Q: 3 clusters Score -322914.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -322963.843750 Penalty: 584.830383 Iteration 17Q: 3 clusters Score -322963.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -323043.718750 Penalty: 584.830383 Iteration 18Q: 3 clusters Score -323043.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -323121.500000 Penalty: 584.830383 Iteration 19Q: 3 clusters Score -323121.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -323184.718750 Penalty: 584.830383 Iteration 20F: 3 clusters Score -323184.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -323236.312500 Penalty: 584.830383 Iteration 21Q: 3 clusters Score -323236.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -323283.031250 Penalty: 584.830383 Iteration 22Q: 3 clusters Score -323283 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -323305.281250 Penalty: 584.830383 Iteration 23Q: 3 clusters Score -323305.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -323325.312500 Penalty: 584.830383 Iteration 24Q: 3 clusters Score -323325.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -323336.875000 Penalty: 584.830383 Iteration 25Q: 3 clusters Score -323336.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -323338.968750 Penalty: 584.830383 Iteration 26Q: 3 clusters Score -323339 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -323340.750000 Penalty: 584.830383 Iteration 27Q: 3 clusters Score -323340.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -323342.937500 Penalty: 584.830383 Iteration 28Q: 3 clusters Score -323342.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -323343.437500 Penalty: 584.830383 Iteration 29Q: 3 clusters Score -323343.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -323342.968750 Penalty: 584.830383 Iteration 30Q: 3 clusters Score -323343 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -323343.906250 Penalty: 584.830383 Iteration 31Q: 3 clusters Score -323343.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -323344.000000 Penalty: 584.830383 Iteration 32Q: 3 clusters Score -323344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -323344.531250 Penalty: 584.830383 Iteration 33Q: 3 clusters Score -323344.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -323344.187500 Penalty: 584.830383 Iteration 34Q: 3 clusters Score -323344.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -323344.406250 Penalty: 584.830383 Iteration 35Q: 3 clusters Score -323344.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -323344.781250 Penalty: 584.830383 Iteration 36Q: 3 clusters Score -323344.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -323344.625000 Penalty: 584.830383 Iteration 37Q: 3 clusters Score -323344.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -323344.906250 Penalty: 584.830383 Iteration 38Q: 3 clusters Score -323344.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -323344.718750 Penalty: 584.830383 Iteration 39Q: 3 clusters Score -323344.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -323344.906250 Penalty: 584.830383 Iteration 40F: 3 clusters Score -323344.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -323344.781250 Penalty: 584.830383 Iteration 41Q: 3 clusters Score -323344.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -323345.656250 Penalty: 584.830383 Iteration 42Q: 3 clusters Score -323345.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -323345.062500 Penalty: 584.830383 Iteration 43Q: 3 clusters Score -323345.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -323345.312500 Penalty: 584.830383 Iteration 44Q: 3 clusters Score -323345.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -323345.625000 Penalty: 584.830383 Iteration 45Q: 3 clusters Score -323345.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -323345.281250 Penalty: 584.830383 Iteration 46Q: 3 clusters Score -323345.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -323345.250000 Penalty: 584.830383 Iteration 47Q: 3 clusters Score -323345.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -323345.250000 Penalty: 584.830383 Iteration 48F: 3 clusters Score -323345.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 33655 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Entering Unmasked Estep Score: -18524700.000000 Penalty: 18442.843750 Splitting cluster 14 changes total score from -18503888.000000 to -18524700.000000 So it's getting split into cluster 43. Entering ConstructFrom: Trying to split cluster 15 (33655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33655 members Entering Unmasked Estep Score: -1497041.125000 Penalty: 343.989258 Iteration 0F: 2 clusters Score -1497041 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16767 members Mstep: Class 2 contains 16888 members Entering Unmasked Estep Score: -1474370.125000 Penalty: 687.978516 Iteration 0F: 3 clusters Score -1474370 nChanged 16330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16051 members Mstep: Class 2 contains 17604 members Entering Unmasked Estep Score: -1484971.250000 Penalty: 687.978516 Iteration 1F: 3 clusters Score -1484971 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -1486486.500000 Penalty: 687.978516 Iteration 2F: 3 clusters Score -1486486 nChanged 2655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 17645 members Entering Unmasked Estep Score: -1489783.250000 Penalty: 687.978516 Iteration 3F: 3 clusters Score -1489783 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16519 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -1496012.000000 Penalty: 687.978516 Iteration 4F: 3 clusters Score -1496012 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18125 members Mstep: Class 2 contains 15530 members Entering Unmasked Estep Score: -1498915.750000 Penalty: 687.978516 Iteration 5F: 3 clusters Score -1498916 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19480 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -1500661.750000 Penalty: 687.978516 Iteration 6Q: 3 clusters Score -1500662 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20559 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -1503104.875000 Penalty: 687.978516 Iteration 7Q: 3 clusters Score -1503105 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21376 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -1506609.750000 Penalty: 687.978516 Iteration 8Q: 3 clusters Score -1506610 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 12005 members Entering Unmasked Estep Score: -1507470.875000 Penalty: 687.978516 Iteration 9Q: 3 clusters Score -1507471 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21666 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -1507469.500000 Penalty: 687.978516 Iteration 10Q: 3 clusters Score -1507470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21667 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -1507469.875000 Penalty: 687.978516 Iteration 11Q: 3 clusters Score -1507470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21667 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -1507469.875000 Penalty: 687.978516 Iteration 12F: 3 clusters Score -1507470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Entering Unmasked Estep Score: -18535062.000000 Penalty: 18871.746094 Splitting cluster 15 changes total score from -18503888.000000 to -18535062.000000 So it's getting split into cluster 44. Entering ConstructFrom: Trying to split cluster 16 (13155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13155 members Entering Unmasked Estep Score: -542700.937500 Penalty: 312.990387 Iteration 0F: 2 clusters Score -542700.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -533887.875000 Penalty: 625.980774 Iteration 0F: 3 clusters Score -533887.9 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -537933.437500 Penalty: 625.980774 Iteration 1F: 3 clusters Score -537933.4 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -538420.812500 Penalty: 625.980774 Iteration 2F: 3 clusters Score -538420.8 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -538855.500000 Penalty: 625.980774 Iteration 3F: 3 clusters Score -538855.5 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -539185.937500 Penalty: 625.980774 Iteration 4F: 3 clusters Score -539185.9 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -539426.500000 Penalty: 625.980774 Iteration 5Q: 3 clusters Score -539426.5 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -539643.625000 Penalty: 625.980774 Iteration 6Q: 3 clusters Score -539643.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -539828.687500 Penalty: 625.980774 Iteration 7Q: 3 clusters Score -539828.7 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -539973.500000 Penalty: 625.980774 Iteration 8Q: 3 clusters Score -539973.5 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -540072.312500 Penalty: 625.980774 Iteration 9Q: 3 clusters Score -540072.3 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -540151.500000 Penalty: 625.980774 Iteration 10Q: 3 clusters Score -540151.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -540243.500000 Penalty: 625.980774 Iteration 11Q: 3 clusters Score -540243.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -540343.687500 Penalty: 625.980774 Iteration 12Q: 3 clusters Score -540343.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -540437.812500 Penalty: 625.980774 Iteration 13Q: 3 clusters Score -540437.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -540473.937500 Penalty: 625.980774 Iteration 14Q: 3 clusters Score -540473.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -540487.500000 Penalty: 625.980774 Iteration 15Q: 3 clusters Score -540487.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -540494.937500 Penalty: 625.980774 Iteration 16Q: 3 clusters Score -540494.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -540500.500000 Penalty: 625.980774 Iteration 17Q: 3 clusters Score -540500.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -540504.625000 Penalty: 625.980774 Iteration 18Q: 3 clusters Score -540504.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -540511.437500 Penalty: 625.980774 Iteration 19Q: 3 clusters Score -540511.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -540518.000000 Penalty: 625.980774 Iteration 20F: 3 clusters Score -540518 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -540527.500000 Penalty: 625.980774 Iteration 21Q: 3 clusters Score -540527.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -540536.437500 Penalty: 625.980774 Iteration 22Q: 3 clusters Score -540536.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -540550.125000 Penalty: 625.980774 Iteration 23Q: 3 clusters Score -540550.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -540565.750000 Penalty: 625.980774 Iteration 24Q: 3 clusters Score -540565.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -540588.250000 Penalty: 625.980774 Iteration 25Q: 3 clusters Score -540588.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -540618.375000 Penalty: 625.980774 Iteration 26Q: 3 clusters Score -540618.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -540663.187500 Penalty: 625.980774 Iteration 27Q: 3 clusters Score -540663.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -540718.062500 Penalty: 625.980774 Iteration 28Q: 3 clusters Score -540718.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -540792.062500 Penalty: 625.980774 Iteration 29Q: 3 clusters Score -540792.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -540891.062500 Penalty: 625.980774 Iteration 30Q: 3 clusters Score -540891.1 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -541027.687500 Penalty: 625.980774 Iteration 31Q: 3 clusters Score -541027.7 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -541211.812500 Penalty: 625.980774 Iteration 32Q: 3 clusters Score -541211.8 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -541388.187500 Penalty: 625.980774 Iteration 33Q: 3 clusters Score -541388.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -541584.375000 Penalty: 625.980774 Iteration 34Q: 3 clusters Score -541584.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -541752.687500 Penalty: 625.980774 Iteration 35Q: 3 clusters Score -541752.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -541900.125000 Penalty: 625.980774 Iteration 36Q: 3 clusters Score -541900.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -542067.375000 Penalty: 625.980774 Iteration 37Q: 3 clusters Score -542067.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -542261.437500 Penalty: 625.980774 Iteration 38Q: 3 clusters Score -542261.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -542408.750000 Penalty: 625.980774 Iteration 39Q: 3 clusters Score -542408.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11611 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -542509.625000 Penalty: 625.980774 Iteration 40F: 3 clusters Score -542509.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -542545.812500 Penalty: 625.980774 Iteration 41Q: 3 clusters Score -542545.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -542552.312500 Penalty: 625.980774 Iteration 42Q: 3 clusters Score -542552.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -542557.437500 Penalty: 625.980774 Iteration 43Q: 3 clusters Score -542557.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -542560.625000 Penalty: 625.980774 Iteration 44Q: 3 clusters Score -542560.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -542561.562500 Penalty: 625.980774 Iteration 45Q: 3 clusters Score -542561.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -542563.875000 Penalty: 625.980774 Iteration 46Q: 3 clusters Score -542563.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -542563.687500 Penalty: 625.980774 Iteration 47Q: 3 clusters Score -542563.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -542564.875000 Penalty: 625.980774 Iteration 48Q: 3 clusters Score -542564.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11723 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -542566.625000 Penalty: 625.980774 Iteration 49Q: 3 clusters Score -542566.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -542569.000000 Penalty: 625.980774 Iteration 50Q: 3 clusters Score -542569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11740 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -542569.187500 Penalty: 625.980774 Iteration 51Q: 3 clusters Score -542569.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11750 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -542570.437500 Penalty: 625.980774 Iteration 52Q: 3 clusters Score -542570.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11758 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -542571.187500 Penalty: 625.980774 Iteration 53Q: 3 clusters Score -542571.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -542572.625000 Penalty: 625.980774 Iteration 54Q: 3 clusters Score -542572.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -542574.562500 Penalty: 625.980774 Iteration 55Q: 3 clusters Score -542574.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -542582.062500 Penalty: 625.980774 Iteration 56Q: 3 clusters Score -542582.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -542587.937500 Penalty: 625.980774 Iteration 57Q: 3 clusters Score -542587.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -542593.250000 Penalty: 625.980774 Iteration 58Q: 3 clusters Score -542593.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -542600.375000 Penalty: 625.980774 Iteration 59Q: 3 clusters Score -542600.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -542612.375000 Penalty: 625.980774 Iteration 60F: 3 clusters Score -542612.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -542627.750000 Penalty: 625.980774 Iteration 61Q: 3 clusters Score -542627.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -542664.250000 Penalty: 625.980774 Iteration 62Q: 3 clusters Score -542664.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -542733.687500 Penalty: 625.980774 Iteration 63Q: 3 clusters Score -542733.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -542848.687500 Penalty: 625.980774 Iteration 64Q: 3 clusters Score -542848.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -542930.625000 Penalty: 625.980774 Iteration 65Q: 3 clusters Score -542930.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -542969.312500 Penalty: 625.980774 Iteration 66Q: 3 clusters Score -542969.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -542995.625000 Penalty: 625.980774 Iteration 67Q: 3 clusters Score -542995.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -543015.812500 Penalty: 625.980774 Iteration 68Q: 3 clusters Score -543015.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -543029.125000 Penalty: 625.980774 Iteration 69Q: 3 clusters Score -543029.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -543045.812500 Penalty: 625.980774 Iteration 70Q: 3 clusters Score -543045.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -543058.625000 Penalty: 625.980774 Iteration 71Q: 3 clusters Score -543058.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -543070.000000 Penalty: 625.980774 Iteration 72Q: 3 clusters Score -543070 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -543081.937500 Penalty: 625.980774 Iteration 73Q: 3 clusters Score -543081.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -543092.500000 Penalty: 625.980774 Iteration 74Q: 3 clusters Score -543092.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11629 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -543102.687500 Penalty: 625.980774 Iteration 75Q: 3 clusters Score -543102.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -543115.187500 Penalty: 625.980774 Iteration 76Q: 3 clusters Score -543115.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -543125.625000 Penalty: 625.980774 Iteration 77Q: 3 clusters Score -543125.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -543135.125000 Penalty: 625.980774 Iteration 78Q: 3 clusters Score -543135.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -543144.625000 Penalty: 625.980774 Iteration 79Q: 3 clusters Score -543144.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -543167.937500 Penalty: 625.980774 Iteration 80F: 3 clusters Score -543167.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -543202.812500 Penalty: 625.980774 Iteration 81Q: 3 clusters Score -543202.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -543231.937500 Penalty: 625.980774 Iteration 82Q: 3 clusters Score -543231.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -543281.812500 Penalty: 625.980774 Iteration 83Q: 3 clusters Score -543281.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -543357.000000 Penalty: 625.980774 Iteration 84Q: 3 clusters Score -543357 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -543438.562500 Penalty: 625.980774 Iteration 85Q: 3 clusters Score -543438.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -543510.312500 Penalty: 625.980774 Iteration 86Q: 3 clusters Score -543510.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -543548.812500 Penalty: 625.980774 Iteration 87Q: 3 clusters Score -543548.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -543550.375000 Penalty: 625.980774 Iteration 88Q: 3 clusters Score -543550.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10835 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -543551.125000 Penalty: 625.980774 Iteration 89Q: 3 clusters Score -543551.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -543551.750000 Penalty: 625.980774 Iteration 90Q: 3 clusters Score -543551.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -543552.812500 Penalty: 625.980774 Iteration 91Q: 3 clusters Score -543552.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -543552.750000 Penalty: 625.980774 Iteration 92Q: 3 clusters Score -543552.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -543553.750000 Penalty: 625.980774 Iteration 93Q: 3 clusters Score -543553.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -543556.937500 Penalty: 625.980774 Iteration 94Q: 3 clusters Score -543556.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -543557.937500 Penalty: 625.980774 Iteration 95Q: 3 clusters Score -543557.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -543558.250000 Penalty: 625.980774 Iteration 96Q: 3 clusters Score -543558.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -543559.687500 Penalty: 625.980774 Iteration 97Q: 3 clusters Score -543559.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -543559.312500 Penalty: 625.980774 Iteration 98Q: 3 clusters Score -543559.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -543559.687500 Penalty: 625.980774 Iteration 99Q: 3 clusters Score -543559.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -543569.500000 Penalty: 625.980774 Iteration 100F: 3 clusters Score -543569.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -543570.187500 Penalty: 625.980774 Iteration 101Q: 3 clusters Score -543570.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -543570.812500 Penalty: 625.980774 Iteration 102Q: 3 clusters Score -543570.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -543571.125000 Penalty: 625.980774 Iteration 103Q: 3 clusters Score -543571.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -543570.812500 Penalty: 625.980774 Iteration 104Q: 3 clusters Score -543570.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10706 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -543571.000000 Penalty: 625.980774 Iteration 105Q: 3 clusters Score -543571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -543570.375000 Penalty: 625.980774 Iteration 106Q: 3 clusters Score -543570.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -543571.187500 Penalty: 625.980774 Iteration 107Q: 3 clusters Score -543571.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -543570.812500 Penalty: 625.980774 Iteration 108Q: 3 clusters Score -543570.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -543570.812500 Penalty: 625.980774 Iteration 109F: 3 clusters Score -543570.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 11203 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Entering Unmasked Estep Score: -18535798.000000 Penalty: 19300.648438 Splitting cluster 16 changes total score from -18503888.000000 to -18535798.000000 So it's getting split into cluster 45. Entering ConstructFrom: Trying to split cluster 17 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -28526.529297 Penalty: 208.939560 Iteration 0F: 2 clusters Score -28526.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28056.117188 Penalty: 417.879120 Iteration 0F: 3 clusters Score -28056.12 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -28178.525391 Penalty: 417.879120 Iteration 1F: 3 clusters Score -28178.53 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -28194.427734 Penalty: 417.879120 Iteration 2F: 3 clusters Score -28194.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28204.906250 Penalty: 417.879120 Iteration 3Q: 3 clusters Score -28204.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -28216.740234 Penalty: 417.879120 Iteration 4Q: 3 clusters Score -28216.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28230.892578 Penalty: 417.879120 Iteration 5Q: 3 clusters Score -28230.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -28249.906250 Penalty: 417.879120 Iteration 6Q: 3 clusters Score -28249.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -28265.580078 Penalty: 417.879120 Iteration 7Q: 3 clusters Score -28265.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -28275.402344 Penalty: 417.879120 Iteration 8Q: 3 clusters Score -28275.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -28285.492188 Penalty: 417.879120 Iteration 9Q: 3 clusters Score -28285.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -28290.066406 Penalty: 417.879120 Iteration 10Q: 3 clusters Score -28290.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -28293.386719 Penalty: 417.879120 Iteration 11Q: 3 clusters Score -28293.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -28297.484375 Penalty: 417.879120 Iteration 12Q: 3 clusters Score -28297.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28301.046875 Penalty: 417.879120 Iteration 13Q: 3 clusters Score -28301.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28302.648438 Penalty: 417.879120 Iteration 14Q: 3 clusters Score -28302.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28303.142578 Penalty: 417.879120 Iteration 15Q: 3 clusters Score -28303.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28303.419922 Penalty: 417.879120 Iteration 16Q: 3 clusters Score -28303.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -28306.310547 Penalty: 417.879120 Iteration 17Q: 3 clusters Score -28306.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -28312.667969 Penalty: 417.879120 Iteration 18Q: 3 clusters Score -28312.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -28317.177734 Penalty: 417.879120 Iteration 19Q: 3 clusters Score -28317.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28319.208984 Penalty: 417.879120 Iteration 20F: 3 clusters Score -28319.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -28320.906250 Penalty: 417.879120 Iteration 21Q: 3 clusters Score -28320.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28323.046875 Penalty: 417.879120 Iteration 22Q: 3 clusters Score -28323.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28326.748047 Penalty: 417.879120 Iteration 23Q: 3 clusters Score -28326.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28329.218750 Penalty: 417.879120 Iteration 24Q: 3 clusters Score -28329.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28331.029297 Penalty: 417.879120 Iteration 25Q: 3 clusters Score -28331.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28334.263672 Penalty: 417.879120 Iteration 26Q: 3 clusters Score -28334.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28337.056641 Penalty: 417.879120 Iteration 27Q: 3 clusters Score -28337.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -28338.539062 Penalty: 417.879120 Iteration 28Q: 3 clusters Score -28338.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28339.195312 Penalty: 417.879120 Iteration 29Q: 3 clusters Score -28339.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28339.195312 Penalty: 417.879120 Iteration 30F: 3 clusters Score -28339.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (11203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Entering Unmasked Estep Score: -497626.562500 Penalty: 307.689911 Iteration 0F: 2 clusters Score -497626.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -490091.062500 Penalty: 615.379822 Iteration 0F: 3 clusters Score -490091.1 nChanged 5288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -493976.593750 Penalty: 615.379822 Iteration 1F: 3 clusters Score -493976.6 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -494669.125000 Penalty: 615.379822 Iteration 2F: 3 clusters Score -494669.1 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -495246.500000 Penalty: 615.379822 Iteration 3F: 3 clusters Score -495246.5 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -495667.593750 Penalty: 615.379822 Iteration 4F: 3 clusters Score -495667.6 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -496053.343750 Penalty: 615.379822 Iteration 5F: 3 clusters Score -496053.3 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -496428.156250 Penalty: 615.379822 Iteration 6Q: 3 clusters Score -496428.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -496841.718750 Penalty: 615.379822 Iteration 7Q: 3 clusters Score -496841.7 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -497316.093750 Penalty: 615.379822 Iteration 8Q: 3 clusters Score -497316.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -497678.250000 Penalty: 615.379822 Iteration 9Q: 3 clusters Score -497678.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -497885.281250 Penalty: 615.379822 Iteration 10Q: 3 clusters Score -497885.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -498002.312500 Penalty: 615.379822 Iteration 11Q: 3 clusters Score -498002.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -498068.531250 Penalty: 615.379822 Iteration 12Q: 3 clusters Score -498068.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -498112.281250 Penalty: 615.379822 Iteration 13Q: 3 clusters Score -498112.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -498142.625000 Penalty: 615.379822 Iteration 14Q: 3 clusters Score -498142.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -498175.312500 Penalty: 615.379822 Iteration 15Q: 3 clusters Score -498175.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -498194.062500 Penalty: 615.379822 Iteration 16Q: 3 clusters Score -498194.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -498206.937500 Penalty: 615.379822 Iteration 17Q: 3 clusters Score -498206.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -498222.218750 Penalty: 615.379822 Iteration 18Q: 3 clusters Score -498222.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -498237.187500 Penalty: 615.379822 Iteration 19Q: 3 clusters Score -498237.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -498246.843750 Penalty: 615.379822 Iteration 20F: 3 clusters Score -498246.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -498259.468750 Penalty: 615.379822 Iteration 21Q: 3 clusters Score -498259.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -498275.656250 Penalty: 615.379822 Iteration 22Q: 3 clusters Score -498275.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -498295.062500 Penalty: 615.379822 Iteration 23Q: 3 clusters Score -498295.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -498314.687500 Penalty: 615.379822 Iteration 24Q: 3 clusters Score -498314.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -498346.281250 Penalty: 615.379822 Iteration 25Q: 3 clusters Score -498346.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -498378.437500 Penalty: 615.379822 Iteration 26Q: 3 clusters Score -498378.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -498416.062500 Penalty: 615.379822 Iteration 27Q: 3 clusters Score -498416.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -498471.531250 Penalty: 615.379822 Iteration 28Q: 3 clusters Score -498471.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -498555.250000 Penalty: 615.379822 Iteration 29Q: 3 clusters Score -498555.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -498648.062500 Penalty: 615.379822 Iteration 30Q: 3 clusters Score -498648.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -498742.218750 Penalty: 615.379822 Iteration 31Q: 3 clusters Score -498742.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -498831.937500 Penalty: 615.379822 Iteration 32Q: 3 clusters Score -498831.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -498893.625000 Penalty: 615.379822 Iteration 33Q: 3 clusters Score -498893.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -498938.093750 Penalty: 615.379822 Iteration 34Q: 3 clusters Score -498938.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -498962.687500 Penalty: 615.379822 Iteration 35Q: 3 clusters Score -498962.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -498981.406250 Penalty: 615.379822 Iteration 36Q: 3 clusters Score -498981.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -498988.406250 Penalty: 615.379822 Iteration 37Q: 3 clusters Score -498988.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -498994.843750 Penalty: 615.379822 Iteration 38Q: 3 clusters Score -498994.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -499000.968750 Penalty: 615.379822 Iteration 39Q: 3 clusters Score -499001 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -499005.687500 Penalty: 615.379822 Iteration 40F: 3 clusters Score -499005.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -499007.312500 Penalty: 615.379822 Iteration 41Q: 3 clusters Score -499007.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -499008.875000 Penalty: 615.379822 Iteration 42Q: 3 clusters Score -499008.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -499009.093750 Penalty: 615.379822 Iteration 43Q: 3 clusters Score -499009.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -499009.531250 Penalty: 615.379822 Iteration 44Q: 3 clusters Score -499009.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -499009.375000 Penalty: 615.379822 Iteration 45Q: 3 clusters Score -499009.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -499008.906250 Penalty: 615.379822 Iteration 46Q: 3 clusters Score -499008.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -499009.812500 Penalty: 615.379822 Iteration 47Q: 3 clusters Score -499009.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -499009.468750 Penalty: 615.379822 Iteration 48Q: 3 clusters Score -499009.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -499009.531250 Penalty: 615.379822 Iteration 49Q: 3 clusters Score -499009.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -499009.875000 Penalty: 615.379822 Iteration 50Q: 3 clusters Score -499009.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -499009.062500 Penalty: 615.379822 Iteration 51Q: 3 clusters Score -499009.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -499009.375000 Penalty: 615.379822 Iteration 52Q: 3 clusters Score -499009.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -499010.031250 Penalty: 615.379822 Iteration 53Q: 3 clusters Score -499010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -499010.031250 Penalty: 615.379822 Iteration 54F: 3 clusters Score -499010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Entering Unmasked Estep Score: -18537114.000000 Penalty: 19729.552734 Splitting cluster 18 changes total score from -18503888.000000 to -18537114.000000 So it's getting split into cluster 46. Entering ConstructFrom: Trying to split cluster 19 (4301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Entering Unmasked Estep Score: -161908.828125 Penalty: 276.097900 Iteration 0F: 2 clusters Score -161908.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -159075.093750 Penalty: 552.195801 Iteration 0F: 3 clusters Score -159075.1 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -161354.031250 Penalty: 552.195801 Iteration 1F: 3 clusters Score -161354 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -162271.718750 Penalty: 552.195801 Iteration 2F: 3 clusters Score -162271.7 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -162710.093750 Penalty: 552.195801 Iteration 3F: 3 clusters Score -162710.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -162893.890625 Penalty: 552.195801 Iteration 4Q: 3 clusters Score -162893.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -162951.796875 Penalty: 552.195801 Iteration 5Q: 3 clusters Score -162951.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -162997.015625 Penalty: 552.195801 Iteration 6Q: 3 clusters Score -162997 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -163065.000000 Penalty: 552.195801 Iteration 7Q: 3 clusters Score -163065 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -163157.109375 Penalty: 552.195801 Iteration 8Q: 3 clusters Score -163157.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -163182.500000 Penalty: 552.195801 Iteration 9Q: 3 clusters Score -163182.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -163190.062500 Penalty: 552.195801 Iteration 10Q: 3 clusters Score -163190.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -163193.984375 Penalty: 552.195801 Iteration 11Q: 3 clusters Score -163194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -163196.953125 Penalty: 552.195801 Iteration 12Q: 3 clusters Score -163197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -163198.375000 Penalty: 552.195801 Iteration 13Q: 3 clusters Score -163198.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -163199.750000 Penalty: 552.195801 Iteration 14Q: 3 clusters Score -163199.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -163200.281250 Penalty: 552.195801 Iteration 15Q: 3 clusters Score -163200.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -163200.484375 Penalty: 552.195801 Iteration 16Q: 3 clusters Score -163200.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -163200.390625 Penalty: 552.195801 Iteration 17Q: 3 clusters Score -163200.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -163200.515625 Penalty: 552.195801 Iteration 18Q: 3 clusters Score -163200.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -163200.515625 Penalty: 552.195801 Iteration 19F: 3 clusters Score -163200.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 20824 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Entering Unmasked Estep Score: -18538274.000000 Penalty: 20158.457031 Splitting cluster 19 changes total score from -18503888.000000 to -18538274.000000 So it's getting split into cluster 47. Entering ConstructFrom: Trying to split cluster 20 (11888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Entering Unmasked Estep Score: -479012.500000 Penalty: 309.648376 Iteration 0F: 2 clusters Score -479012.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -471084.375000 Penalty: 619.296753 Iteration 0F: 3 clusters Score -471084.4 nChanged 5611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -474878.093750 Penalty: 619.296753 Iteration 1F: 3 clusters Score -474878.1 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -475449.031250 Penalty: 619.296753 Iteration 2F: 3 clusters Score -475449 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -476022.312500 Penalty: 619.296753 Iteration 3F: 3 clusters Score -476022.3 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -476483.593750 Penalty: 619.296753 Iteration 4F: 3 clusters Score -476483.6 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -476848.312500 Penalty: 619.296753 Iteration 5F: 3 clusters Score -476848.3 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -477160.062500 Penalty: 619.296753 Iteration 6Q: 3 clusters Score -477160.1 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -477433.312500 Penalty: 619.296753 Iteration 7Q: 3 clusters Score -477433.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -477681.531250 Penalty: 619.296753 Iteration 8Q: 3 clusters Score -477681.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -477954.531250 Penalty: 619.296753 Iteration 9Q: 3 clusters Score -477954.5 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -478317.125000 Penalty: 619.296753 Iteration 10Q: 3 clusters Score -478317.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -478573.062500 Penalty: 619.296753 Iteration 11Q: 3 clusters Score -478573.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 10309 members Entering Unmasked Estep Score: -478629.875000 Penalty: 619.296753 Iteration 12Q: 3 clusters Score -478629.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -478651.312500 Penalty: 619.296753 Iteration 13Q: 3 clusters Score -478651.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -478661.875000 Penalty: 619.296753 Iteration 14Q: 3 clusters Score -478661.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -478667.937500 Penalty: 619.296753 Iteration 15Q: 3 clusters Score -478667.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -478671.468750 Penalty: 619.296753 Iteration 16Q: 3 clusters Score -478671.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -478675.375000 Penalty: 619.296753 Iteration 17Q: 3 clusters Score -478675.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -478677.593750 Penalty: 619.296753 Iteration 18Q: 3 clusters Score -478677.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -478679.156250 Penalty: 619.296753 Iteration 19Q: 3 clusters Score -478679.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -478683.875000 Penalty: 619.296753 Iteration 20F: 3 clusters Score -478683.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -478687.531250 Penalty: 619.296753 Iteration 21Q: 3 clusters Score -478687.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -478690.156250 Penalty: 619.296753 Iteration 22Q: 3 clusters Score -478690.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -478694.875000 Penalty: 619.296753 Iteration 23Q: 3 clusters Score -478694.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -478696.000000 Penalty: 619.296753 Iteration 24Q: 3 clusters Score -478696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -478697.875000 Penalty: 619.296753 Iteration 25Q: 3 clusters Score -478697.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -478701.750000 Penalty: 619.296753 Iteration 26Q: 3 clusters Score -478701.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -478703.875000 Penalty: 619.296753 Iteration 27Q: 3 clusters Score -478703.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 10099 members Entering Unmasked Estep Score: -478707.562500 Penalty: 619.296753 Iteration 28Q: 3 clusters Score -478707.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -478708.500000 Penalty: 619.296753 Iteration 29Q: 3 clusters Score -478708.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -478713.593750 Penalty: 619.296753 Iteration 30Q: 3 clusters Score -478713.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -478720.500000 Penalty: 619.296753 Iteration 31Q: 3 clusters Score -478720.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -478726.968750 Penalty: 619.296753 Iteration 32Q: 3 clusters Score -478727 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -478734.031250 Penalty: 619.296753 Iteration 33Q: 3 clusters Score -478734 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -478740.687500 Penalty: 619.296753 Iteration 34Q: 3 clusters Score -478740.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -478744.125000 Penalty: 619.296753 Iteration 35Q: 3 clusters Score -478744.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -478750.000000 Penalty: 619.296753 Iteration 36Q: 3 clusters Score -478750 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -478756.406250 Penalty: 619.296753 Iteration 37Q: 3 clusters Score -478756.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -478760.625000 Penalty: 619.296753 Iteration 38Q: 3 clusters Score -478760.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -478765.218750 Penalty: 619.296753 Iteration 39Q: 3 clusters Score -478765.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -478769.437500 Penalty: 619.296753 Iteration 40F: 3 clusters Score -478769.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -478773.093750 Penalty: 619.296753 Iteration 41Q: 3 clusters Score -478773.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -478776.781250 Penalty: 619.296753 Iteration 42Q: 3 clusters Score -478776.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -478778.593750 Penalty: 619.296753 Iteration 43Q: 3 clusters Score -478778.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -478780.906250 Penalty: 619.296753 Iteration 44Q: 3 clusters Score -478780.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -478783.281250 Penalty: 619.296753 Iteration 45Q: 3 clusters Score -478783.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -478787.343750 Penalty: 619.296753 Iteration 46Q: 3 clusters Score -478787.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -478790.250000 Penalty: 619.296753 Iteration 47Q: 3 clusters Score -478790.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -478795.781250 Penalty: 619.296753 Iteration 48Q: 3 clusters Score -478795.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -478796.312500 Penalty: 619.296753 Iteration 49Q: 3 clusters Score -478796.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -478798.781250 Penalty: 619.296753 Iteration 50Q: 3 clusters Score -478798.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -478799.500000 Penalty: 619.296753 Iteration 51Q: 3 clusters Score -478799.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -478800.187500 Penalty: 619.296753 Iteration 52Q: 3 clusters Score -478800.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -478801.718750 Penalty: 619.296753 Iteration 53Q: 3 clusters Score -478801.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -478801.375000 Penalty: 619.296753 Iteration 54Q: 3 clusters Score -478801.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -478802.093750 Penalty: 619.296753 Iteration 55Q: 3 clusters Score -478802.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -478802.093750 Penalty: 619.296753 Iteration 56Q: 3 clusters Score -478802.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -478801.218750 Penalty: 619.296753 Iteration 57Q: 3 clusters Score -478801.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -478801.031250 Penalty: 619.296753 Iteration 58Q: 3 clusters Score -478801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -478801.593750 Penalty: 619.296753 Iteration 59Q: 3 clusters Score -478801.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -478801.343750 Penalty: 619.296753 Iteration 60F: 3 clusters Score -478801.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -478801.250000 Penalty: 619.296753 Iteration 61Q: 3 clusters Score -478801.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -478801.250000 Penalty: 619.296753 Iteration 62F: 3 clusters Score -478801.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (20824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20824 members Entering Unmasked Estep Score: -962851.562500 Penalty: 328.147400 Iteration 0F: 2 clusters Score -962851.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -949015.437500 Penalty: 656.294800 Iteration 0F: 3 clusters Score -949015.4 nChanged 10002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -956025.937500 Penalty: 656.294800 Iteration 1F: 3 clusters Score -956025.9 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -956995.375000 Penalty: 656.294800 Iteration 2F: 3 clusters Score -956995.4 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -957910.625000 Penalty: 656.294800 Iteration 3F: 3 clusters Score -957910.6 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -958880.437500 Penalty: 656.294800 Iteration 4F: 3 clusters Score -958880.4 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -959958.562500 Penalty: 656.294800 Iteration 5F: 3 clusters Score -959958.6 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 16571 members Entering Unmasked Estep Score: -961344.187500 Penalty: 656.294800 Iteration 6Q: 3 clusters Score -961344.2 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 16652 members Entering Unmasked Estep Score: -962503.437500 Penalty: 656.294800 Iteration 7Q: 3 clusters Score -962503.4 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -962907.312500 Penalty: 656.294800 Iteration 8Q: 3 clusters Score -962907.3 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -963142.187500 Penalty: 656.294800 Iteration 9Q: 3 clusters Score -963142.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -963324.125000 Penalty: 656.294800 Iteration 10Q: 3 clusters Score -963324.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 15995 members Entering Unmasked Estep Score: -963474.312500 Penalty: 656.294800 Iteration 11Q: 3 clusters Score -963474.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 15863 members Entering Unmasked Estep Score: -963587.937500 Penalty: 656.294800 Iteration 12Q: 3 clusters Score -963587.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -963652.250000 Penalty: 656.294800 Iteration 13Q: 3 clusters Score -963652.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 15664 members Entering Unmasked Estep Score: -963695.250000 Penalty: 656.294800 Iteration 14Q: 3 clusters Score -963695.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -963735.625000 Penalty: 656.294800 Iteration 15Q: 3 clusters Score -963735.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -963774.125000 Penalty: 656.294800 Iteration 16Q: 3 clusters Score -963774.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 15340 members Entering Unmasked Estep Score: -963810.500000 Penalty: 656.294800 Iteration 17Q: 3 clusters Score -963810.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -963841.375000 Penalty: 656.294800 Iteration 18Q: 3 clusters Score -963841.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -963861.812500 Penalty: 656.294800 Iteration 19Q: 3 clusters Score -963861.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -963885.437500 Penalty: 656.294800 Iteration 20F: 3 clusters Score -963885.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -963902.625000 Penalty: 656.294800 Iteration 21Q: 3 clusters Score -963902.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 14855 members Entering Unmasked Estep Score: -963917.000000 Penalty: 656.294800 Iteration 22Q: 3 clusters Score -963917 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -963924.875000 Penalty: 656.294800 Iteration 23Q: 3 clusters Score -963924.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -963933.437500 Penalty: 656.294800 Iteration 24Q: 3 clusters Score -963933.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -963937.250000 Penalty: 656.294800 Iteration 25Q: 3 clusters Score -963937.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 14521 members Entering Unmasked Estep Score: -963945.562500 Penalty: 656.294800 Iteration 26Q: 3 clusters Score -963945.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -963956.187500 Penalty: 656.294800 Iteration 27Q: 3 clusters Score -963956.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -963960.937500 Penalty: 656.294800 Iteration 28Q: 3 clusters Score -963960.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -963967.125000 Penalty: 656.294800 Iteration 29Q: 3 clusters Score -963967.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -963975.062500 Penalty: 656.294800 Iteration 30Q: 3 clusters Score -963975.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 14106 members Entering Unmasked Estep Score: -963978.812500 Penalty: 656.294800 Iteration 31Q: 3 clusters Score -963978.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -963989.062500 Penalty: 656.294800 Iteration 32Q: 3 clusters Score -963989.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 13918 members Entering Unmasked Estep Score: -963992.625000 Penalty: 656.294800 Iteration 33Q: 3 clusters Score -963992.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -963999.375000 Penalty: 656.294800 Iteration 34Q: 3 clusters Score -963999.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -964007.000000 Penalty: 656.294800 Iteration 35Q: 3 clusters Score -964007 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -964014.562500 Penalty: 656.294800 Iteration 36Q: 3 clusters Score -964014.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 13565 members Entering Unmasked Estep Score: -964020.937500 Penalty: 656.294800 Iteration 37Q: 3 clusters Score -964020.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 13481 members Entering Unmasked Estep Score: -964025.687500 Penalty: 656.294800 Iteration 38Q: 3 clusters Score -964025.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -964034.625000 Penalty: 656.294800 Iteration 39Q: 3 clusters Score -964034.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -964039.000000 Penalty: 656.294800 Iteration 40F: 3 clusters Score -964039 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -964042.312500 Penalty: 656.294800 Iteration 41Q: 3 clusters Score -964042.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 13163 members Entering Unmasked Estep Score: -964052.500000 Penalty: 656.294800 Iteration 42Q: 3 clusters Score -964052.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -964056.125000 Penalty: 656.294800 Iteration 43Q: 3 clusters Score -964056.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -964059.562500 Penalty: 656.294800 Iteration 44Q: 3 clusters Score -964059.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -964064.937500 Penalty: 656.294800 Iteration 45Q: 3 clusters Score -964064.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -964066.625000 Penalty: 656.294800 Iteration 46Q: 3 clusters Score -964066.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 12812 members Entering Unmasked Estep Score: -964069.812500 Penalty: 656.294800 Iteration 47Q: 3 clusters Score -964069.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -964075.875000 Penalty: 656.294800 Iteration 48Q: 3 clusters Score -964075.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -964075.312500 Penalty: 656.294800 Iteration 49Q: 3 clusters Score -964075.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 12619 members Entering Unmasked Estep Score: -964078.312500 Penalty: 656.294800 Iteration 50Q: 3 clusters Score -964078.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -964087.000000 Penalty: 656.294800 Iteration 51Q: 3 clusters Score -964087 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -964086.250000 Penalty: 656.294800 Iteration 52Q: 3 clusters Score -964086.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -964090.875000 Penalty: 656.294800 Iteration 53Q: 3 clusters Score -964090.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 12382 members Entering Unmasked Estep Score: -964094.750000 Penalty: 656.294800 Iteration 54Q: 3 clusters Score -964094.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -964099.500000 Penalty: 656.294800 Iteration 55Q: 3 clusters Score -964099.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -964100.125000 Penalty: 656.294800 Iteration 56Q: 3 clusters Score -964100.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -964106.437500 Penalty: 656.294800 Iteration 57Q: 3 clusters Score -964106.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -964110.812500 Penalty: 656.294800 Iteration 58Q: 3 clusters Score -964110.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -964114.500000 Penalty: 656.294800 Iteration 59Q: 3 clusters Score -964114.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -964117.562500 Penalty: 656.294800 Iteration 60F: 3 clusters Score -964117.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 11977 members Entering Unmasked Estep Score: -964118.312500 Penalty: 656.294800 Iteration 61Q: 3 clusters Score -964118.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -964116.625000 Penalty: 656.294800 Iteration 62Q: 3 clusters Score -964116.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -964119.125000 Penalty: 656.294800 Iteration 63Q: 3 clusters Score -964119.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -964120.937500 Penalty: 656.294800 Iteration 64Q: 3 clusters Score -964120.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -964123.250000 Penalty: 656.294800 Iteration 65Q: 3 clusters Score -964123.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -964124.500000 Penalty: 656.294800 Iteration 66Q: 3 clusters Score -964124.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -964128.437500 Penalty: 656.294800 Iteration 67Q: 3 clusters Score -964128.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -964129.937500 Penalty: 656.294800 Iteration 68Q: 3 clusters Score -964129.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -964129.125000 Penalty: 656.294800 Iteration 69Q: 3 clusters Score -964129.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -964133.375000 Penalty: 656.294800 Iteration 70Q: 3 clusters Score -964133.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -964135.812500 Penalty: 656.294800 Iteration 71Q: 3 clusters Score -964135.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -964141.437500 Penalty: 656.294800 Iteration 72Q: 3 clusters Score -964141.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -964144.125000 Penalty: 656.294800 Iteration 73Q: 3 clusters Score -964144.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -964144.812500 Penalty: 656.294800 Iteration 74Q: 3 clusters Score -964144.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -964146.250000 Penalty: 656.294800 Iteration 75Q: 3 clusters Score -964146.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -964148.687500 Penalty: 656.294800 Iteration 76Q: 3 clusters Score -964148.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -964149.187500 Penalty: 656.294800 Iteration 77Q: 3 clusters Score -964149.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -964152.000000 Penalty: 656.294800 Iteration 78Q: 3 clusters Score -964152 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -964153.375000 Penalty: 656.294800 Iteration 79Q: 3 clusters Score -964153.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -964157.875000 Penalty: 656.294800 Iteration 80F: 3 clusters Score -964157.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -964164.375000 Penalty: 656.294800 Iteration 81Q: 3 clusters Score -964164.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 11086 members Entering Unmasked Estep Score: -964167.437500 Penalty: 656.294800 Iteration 82Q: 3 clusters Score -964167.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 11036 members Entering Unmasked Estep Score: -964170.812500 Penalty: 656.294800 Iteration 83Q: 3 clusters Score -964170.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -964174.437500 Penalty: 656.294800 Iteration 84Q: 3 clusters Score -964174.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -964174.500000 Penalty: 656.294800 Iteration 85Q: 3 clusters Score -964174.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -964179.187500 Penalty: 656.294800 Iteration 86Q: 3 clusters Score -964179.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -964176.687500 Penalty: 656.294800 Iteration 87Q: 3 clusters Score -964176.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -964178.375000 Penalty: 656.294800 Iteration 88Q: 3 clusters Score -964178.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -964180.562500 Penalty: 656.294800 Iteration 89Q: 3 clusters Score -964180.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -964179.687500 Penalty: 656.294800 Iteration 90Q: 3 clusters Score -964179.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -964180.937500 Penalty: 656.294800 Iteration 91Q: 3 clusters Score -964180.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -964182.000000 Penalty: 656.294800 Iteration 92Q: 3 clusters Score -964182 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -964182.437500 Penalty: 656.294800 Iteration 93Q: 3 clusters Score -964182.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -964184.562500 Penalty: 656.294800 Iteration 94Q: 3 clusters Score -964184.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -964182.187500 Penalty: 656.294800 Iteration 95Q: 3 clusters Score -964182.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -964182.125000 Penalty: 656.294800 Iteration 96Q: 3 clusters Score -964182.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -964183.062500 Penalty: 656.294800 Iteration 97Q: 3 clusters Score -964183.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -964182.875000 Penalty: 656.294800 Iteration 98Q: 3 clusters Score -964182.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -964183.437500 Penalty: 656.294800 Iteration 99Q: 3 clusters Score -964183.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -964184.750000 Penalty: 656.294800 Iteration 100F: 3 clusters Score -964184.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 10516 members Entering Unmasked Estep Score: -964188.437500 Penalty: 656.294800 Iteration 101Q: 3 clusters Score -964188.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -964188.937500 Penalty: 656.294800 Iteration 102Q: 3 clusters Score -964188.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -964189.625000 Penalty: 656.294800 Iteration 103Q: 3 clusters Score -964189.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -964191.437500 Penalty: 656.294800 Iteration 104Q: 3 clusters Score -964191.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -964191.375000 Penalty: 656.294800 Iteration 105Q: 3 clusters Score -964191.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -964191.187500 Penalty: 656.294800 Iteration 106Q: 3 clusters Score -964191.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -964189.375000 Penalty: 656.294800 Iteration 107Q: 3 clusters Score -964189.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -964188.812500 Penalty: 656.294800 Iteration 108Q: 3 clusters Score -964188.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -964190.937500 Penalty: 656.294800 Iteration 109Q: 3 clusters Score -964190.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -964191.312500 Penalty: 656.294800 Iteration 110Q: 3 clusters Score -964191.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -964190.812500 Penalty: 656.294800 Iteration 111Q: 3 clusters Score -964190.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -964189.250000 Penalty: 656.294800 Iteration 112Q: 3 clusters Score -964189.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -964189.875000 Penalty: 656.294800 Iteration 113Q: 3 clusters Score -964189.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -964189.937500 Penalty: 656.294800 Iteration 114Q: 3 clusters Score -964189.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -964189.937500 Penalty: 656.294800 Iteration 115F: 3 clusters Score -964189.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 10655 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Entering Unmasked Estep Score: -18539484.000000 Penalty: 20587.359375 Splitting cluster 21 changes total score from -18503888.000000 to -18539484.000000 So it's getting split into cluster 48. Entering ConstructFrom: Trying to split cluster 22 (10655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Entering Unmasked Estep Score: -500540.687500 Penalty: 306.034882 Iteration 0F: 2 clusters Score -500540.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -493589.687500 Penalty: 612.069763 Iteration 0F: 3 clusters Score -493589.7 nChanged 5020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -497643.250000 Penalty: 612.069763 Iteration 1F: 3 clusters Score -497643.2 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -498809.062500 Penalty: 612.069763 Iteration 2F: 3 clusters Score -498809.1 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -499904.937500 Penalty: 612.069763 Iteration 3F: 3 clusters Score -499904.9 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -500584.593750 Penalty: 612.069763 Iteration 4F: 3 clusters Score -500584.6 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -500926.531250 Penalty: 612.069763 Iteration 5Q: 3 clusters Score -500926.5 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -501082.687500 Penalty: 612.069763 Iteration 6Q: 3 clusters Score -501082.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -501149.906250 Penalty: 612.069763 Iteration 7Q: 3 clusters Score -501149.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -501175.250000 Penalty: 612.069763 Iteration 8Q: 3 clusters Score -501175.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -501183.218750 Penalty: 612.069763 Iteration 9Q: 3 clusters Score -501183.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -501190.218750 Penalty: 612.069763 Iteration 10Q: 3 clusters Score -501190.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -501197.687500 Penalty: 612.069763 Iteration 11Q: 3 clusters Score -501197.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -501201.593750 Penalty: 612.069763 Iteration 12Q: 3 clusters Score -501201.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -501206.500000 Penalty: 612.069763 Iteration 13Q: 3 clusters Score -501206.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -501215.468750 Penalty: 612.069763 Iteration 14Q: 3 clusters Score -501215.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -501221.343750 Penalty: 612.069763 Iteration 15Q: 3 clusters Score -501221.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -501227.562500 Penalty: 612.069763 Iteration 16Q: 3 clusters Score -501227.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -501235.593750 Penalty: 612.069763 Iteration 17Q: 3 clusters Score -501235.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -501244.406250 Penalty: 612.069763 Iteration 18Q: 3 clusters Score -501244.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -501252.656250 Penalty: 612.069763 Iteration 19Q: 3 clusters Score -501252.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -501264.718750 Penalty: 612.069763 Iteration 20F: 3 clusters Score -501264.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -501284.656250 Penalty: 612.069763 Iteration 21Q: 3 clusters Score -501284.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -501306.781250 Penalty: 612.069763 Iteration 22Q: 3 clusters Score -501306.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -501328.875000 Penalty: 612.069763 Iteration 23Q: 3 clusters Score -501328.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -501367.562500 Penalty: 612.069763 Iteration 24Q: 3 clusters Score -501367.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -501434.531250 Penalty: 612.069763 Iteration 25Q: 3 clusters Score -501434.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -501531.781250 Penalty: 612.069763 Iteration 26Q: 3 clusters Score -501531.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -501678.468750 Penalty: 612.069763 Iteration 27Q: 3 clusters Score -501678.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -501835.218750 Penalty: 612.069763 Iteration 28Q: 3 clusters Score -501835.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -501950.125000 Penalty: 612.069763 Iteration 29Q: 3 clusters Score -501950.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -501994.593750 Penalty: 612.069763 Iteration 30Q: 3 clusters Score -501994.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -502010.343750 Penalty: 612.069763 Iteration 31Q: 3 clusters Score -502010.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -502016.156250 Penalty: 612.069763 Iteration 32Q: 3 clusters Score -502016.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -502017.343750 Penalty: 612.069763 Iteration 33Q: 3 clusters Score -502017.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -502016.500000 Penalty: 612.069763 Iteration 34Q: 3 clusters Score -502016.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -502017.218750 Penalty: 612.069763 Iteration 35Q: 3 clusters Score -502017.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -502017.437500 Penalty: 612.069763 Iteration 36Q: 3 clusters Score -502017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -502017.437500 Penalty: 612.069763 Iteration 37F: 3 clusters Score -502017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 2302 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Entering Unmasked Estep Score: -18540854.000000 Penalty: 21016.261719 Splitting cluster 22 changes total score from -18503888.000000 to -18540854.000000 So it's getting split into cluster 49. Entering ConstructFrom: Trying to split cluster 23 (11598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Entering Unmasked Estep Score: -540130.250000 Penalty: 308.833405 Iteration 0F: 2 clusters Score -540130.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -532394.312500 Penalty: 617.666809 Iteration 0F: 3 clusters Score -532394.3 nChanged 5552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -535996.812500 Penalty: 617.666809 Iteration 1F: 3 clusters Score -535996.8 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -536441.375000 Penalty: 617.666809 Iteration 2F: 3 clusters Score -536441.4 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -536905.062500 Penalty: 617.666809 Iteration 3F: 3 clusters Score -536905.1 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -537448.062500 Penalty: 617.666809 Iteration 4F: 3 clusters Score -537448.1 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -537893.062500 Penalty: 617.666809 Iteration 5F: 3 clusters Score -537893.1 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -538258.812500 Penalty: 617.666809 Iteration 6Q: 3 clusters Score -538258.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -538495.250000 Penalty: 617.666809 Iteration 7Q: 3 clusters Score -538495.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -538628.062500 Penalty: 617.666809 Iteration 8Q: 3 clusters Score -538628.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -538726.250000 Penalty: 617.666809 Iteration 9Q: 3 clusters Score -538726.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -538855.625000 Penalty: 617.666809 Iteration 10Q: 3 clusters Score -538855.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -538991.625000 Penalty: 617.666809 Iteration 11Q: 3 clusters Score -538991.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -539121.750000 Penalty: 617.666809 Iteration 12Q: 3 clusters Score -539121.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -539215.937500 Penalty: 617.666809 Iteration 13Q: 3 clusters Score -539215.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -539280.000000 Penalty: 617.666809 Iteration 14Q: 3 clusters Score -539280 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -539340.812500 Penalty: 617.666809 Iteration 15Q: 3 clusters Score -539340.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -539396.437500 Penalty: 617.666809 Iteration 16Q: 3 clusters Score -539396.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -539437.000000 Penalty: 617.666809 Iteration 17Q: 3 clusters Score -539437 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -539477.187500 Penalty: 617.666809 Iteration 18Q: 3 clusters Score -539477.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -539508.500000 Penalty: 617.666809 Iteration 19Q: 3 clusters Score -539508.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -539534.312500 Penalty: 617.666809 Iteration 20F: 3 clusters Score -539534.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -539558.125000 Penalty: 617.666809 Iteration 21Q: 3 clusters Score -539558.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -539577.062500 Penalty: 617.666809 Iteration 22Q: 3 clusters Score -539577.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -539592.687500 Penalty: 617.666809 Iteration 23Q: 3 clusters Score -539592.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -539602.000000 Penalty: 617.666809 Iteration 24Q: 3 clusters Score -539602 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -539613.812500 Penalty: 617.666809 Iteration 25Q: 3 clusters Score -539613.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -539626.250000 Penalty: 617.666809 Iteration 26Q: 3 clusters Score -539626.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -539637.750000 Penalty: 617.666809 Iteration 27Q: 3 clusters Score -539637.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -539649.687500 Penalty: 617.666809 Iteration 28Q: 3 clusters Score -539649.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -539665.250000 Penalty: 617.666809 Iteration 29Q: 3 clusters Score -539665.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -539676.187500 Penalty: 617.666809 Iteration 30Q: 3 clusters Score -539676.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -539689.000000 Penalty: 617.666809 Iteration 31Q: 3 clusters Score -539689 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -539700.687500 Penalty: 617.666809 Iteration 32Q: 3 clusters Score -539700.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -539708.062500 Penalty: 617.666809 Iteration 33Q: 3 clusters Score -539708.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -539714.625000 Penalty: 617.666809 Iteration 34Q: 3 clusters Score -539714.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -539717.625000 Penalty: 617.666809 Iteration 35Q: 3 clusters Score -539717.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -539724.375000 Penalty: 617.666809 Iteration 36Q: 3 clusters Score -539724.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -539729.000000 Penalty: 617.666809 Iteration 37Q: 3 clusters Score -539729 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -539734.812500 Penalty: 617.666809 Iteration 38Q: 3 clusters Score -539734.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -539736.250000 Penalty: 617.666809 Iteration 39Q: 3 clusters Score -539736.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -539739.437500 Penalty: 617.666809 Iteration 40F: 3 clusters Score -539739.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -539740.250000 Penalty: 617.666809 Iteration 41Q: 3 clusters Score -539740.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -539740.937500 Penalty: 617.666809 Iteration 42Q: 3 clusters Score -539740.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -539742.375000 Penalty: 617.666809 Iteration 43Q: 3 clusters Score -539742.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -539742.812500 Penalty: 617.666809 Iteration 44Q: 3 clusters Score -539742.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -539743.312500 Penalty: 617.666809 Iteration 45Q: 3 clusters Score -539743.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -539742.250000 Penalty: 617.666809 Iteration 46Q: 3 clusters Score -539742.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -539743.875000 Penalty: 617.666809 Iteration 47Q: 3 clusters Score -539743.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -539743.812500 Penalty: 617.666809 Iteration 48Q: 3 clusters Score -539743.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -539744.125000 Penalty: 617.666809 Iteration 49Q: 3 clusters Score -539744.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -539742.937500 Penalty: 617.666809 Iteration 50Q: 3 clusters Score -539742.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -539742.937500 Penalty: 617.666809 Iteration 51Q: 3 clusters Score -539742.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -539742.562500 Penalty: 617.666809 Iteration 52Q: 3 clusters Score -539742.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -539743.312500 Penalty: 617.666809 Iteration 53Q: 3 clusters Score -539743.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -539745.812500 Penalty: 617.666809 Iteration 54Q: 3 clusters Score -539745.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -539744.937500 Penalty: 617.666809 Iteration 55Q: 3 clusters Score -539744.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -539746.312500 Penalty: 617.666809 Iteration 56Q: 3 clusters Score -539746.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9231 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -539747.312500 Penalty: 617.666809 Iteration 57Q: 3 clusters Score -539747.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -539748.312500 Penalty: 617.666809 Iteration 58Q: 3 clusters Score -539748.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -539748.250000 Penalty: 617.666809 Iteration 59Q: 3 clusters Score -539748.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -539749.312500 Penalty: 617.666809 Iteration 60F: 3 clusters Score -539749.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -539749.687500 Penalty: 617.666809 Iteration 61Q: 3 clusters Score -539749.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -539750.750000 Penalty: 617.666809 Iteration 62Q: 3 clusters Score -539750.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -539750.875000 Penalty: 617.666809 Iteration 63Q: 3 clusters Score -539750.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -539751.812500 Penalty: 617.666809 Iteration 64Q: 3 clusters Score -539751.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -539753.625000 Penalty: 617.666809 Iteration 65Q: 3 clusters Score -539753.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9314 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -539754.500000 Penalty: 617.666809 Iteration 66Q: 3 clusters Score -539754.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -539753.187500 Penalty: 617.666809 Iteration 67Q: 3 clusters Score -539753.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -539752.562500 Penalty: 617.666809 Iteration 68Q: 3 clusters Score -539752.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -539753.937500 Penalty: 617.666809 Iteration 69Q: 3 clusters Score -539753.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -539754.750000 Penalty: 617.666809 Iteration 70Q: 3 clusters Score -539754.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -539755.937500 Penalty: 617.666809 Iteration 71Q: 3 clusters Score -539755.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -539758.687500 Penalty: 617.666809 Iteration 72Q: 3 clusters Score -539758.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -539757.437500 Penalty: 617.666809 Iteration 73Q: 3 clusters Score -539757.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -539759.000000 Penalty: 617.666809 Iteration 74Q: 3 clusters Score -539759 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -539759.500000 Penalty: 617.666809 Iteration 75Q: 3 clusters Score -539759.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -539760.000000 Penalty: 617.666809 Iteration 76Q: 3 clusters Score -539760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -539759.687500 Penalty: 617.666809 Iteration 77Q: 3 clusters Score -539759.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -539760.125000 Penalty: 617.666809 Iteration 78Q: 3 clusters Score -539760.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -539760.000000 Penalty: 617.666809 Iteration 79Q: 3 clusters Score -539760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -539760.125000 Penalty: 617.666809 Iteration 80F: 3 clusters Score -539760.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -539761.437500 Penalty: 617.666809 Iteration 81Q: 3 clusters Score -539761.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -539760.937500 Penalty: 617.666809 Iteration 82Q: 3 clusters Score -539760.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -539762.625000 Penalty: 617.666809 Iteration 83Q: 3 clusters Score -539762.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -539765.187500 Penalty: 617.666809 Iteration 84Q: 3 clusters Score -539765.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -539766.562500 Penalty: 617.666809 Iteration 85Q: 3 clusters Score -539766.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -539766.937500 Penalty: 617.666809 Iteration 86Q: 3 clusters Score -539766.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -539766.562500 Penalty: 617.666809 Iteration 87Q: 3 clusters Score -539766.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -539766.437500 Penalty: 617.666809 Iteration 88Q: 3 clusters Score -539766.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -539766.437500 Penalty: 617.666809 Iteration 89Q: 3 clusters Score -539766.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -539766.937500 Penalty: 617.666809 Iteration 90Q: 3 clusters Score -539766.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -539768.312500 Penalty: 617.666809 Iteration 91Q: 3 clusters Score -539768.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -539768.000000 Penalty: 617.666809 Iteration 92Q: 3 clusters Score -539768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -539768.125000 Penalty: 617.666809 Iteration 93Q: 3 clusters Score -539768.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -539768.125000 Penalty: 617.666809 Iteration 94Q: 3 clusters Score -539768.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -539768.500000 Penalty: 617.666809 Iteration 95Q: 3 clusters Score -539768.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -539768.500000 Penalty: 617.666809 Iteration 96Q: 3 clusters Score -539768.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -539768.687500 Penalty: 617.666809 Iteration 97Q: 3 clusters Score -539768.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -539768.687500 Penalty: 617.666809 Iteration 98F: 3 clusters Score -539768.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Entering Unmasked Estep Score: -100623.218750 Penalty: 255.470612 Iteration 0F: 2 clusters Score -100623.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -98992.070312 Penalty: 510.941223 Iteration 0F: 3 clusters Score -98992.07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -99581.242188 Penalty: 510.941223 Iteration 1F: 3 clusters Score -99581.24 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -99673.796875 Penalty: 510.941223 Iteration 2F: 3 clusters Score -99673.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -99763.710938 Penalty: 510.941223 Iteration 3F: 3 clusters Score -99763.71 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -99854.148438 Penalty: 510.941223 Iteration 4F: 3 clusters Score -99854.15 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -99949.046875 Penalty: 510.941223 Iteration 5F: 3 clusters Score -99949.05 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -100027.757812 Penalty: 510.941223 Iteration 6Q: 3 clusters Score -100027.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -100097.328125 Penalty: 510.941223 Iteration 7Q: 3 clusters Score -100097.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -100168.835938 Penalty: 510.941223 Iteration 8Q: 3 clusters Score -100168.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -100230.132812 Penalty: 510.941223 Iteration 9Q: 3 clusters Score -100230.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -100283.382812 Penalty: 510.941223 Iteration 10Q: 3 clusters Score -100283.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -100352.953125 Penalty: 510.941223 Iteration 11Q: 3 clusters Score -100353 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -100408.601562 Penalty: 510.941223 Iteration 12Q: 3 clusters Score -100408.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -100469.968750 Penalty: 510.941223 Iteration 13Q: 3 clusters Score -100470 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -100532.796875 Penalty: 510.941223 Iteration 14Q: 3 clusters Score -100532.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -100589.242188 Penalty: 510.941223 Iteration 15Q: 3 clusters Score -100589.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -100628.898438 Penalty: 510.941223 Iteration 16Q: 3 clusters Score -100628.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -100649.648438 Penalty: 510.941223 Iteration 17Q: 3 clusters Score -100649.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -100659.375000 Penalty: 510.941223 Iteration 18Q: 3 clusters Score -100659.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -100660.210938 Penalty: 510.941223 Iteration 19Q: 3 clusters Score -100660.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -100660.210938 Penalty: 510.941223 Iteration 20F: 3 clusters Score -100660.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Entering Unmasked Estep Score: -18540694.000000 Penalty: 21445.166016 Splitting cluster 24 changes total score from -18503888.000000 to -18540694.000000 So it's getting split into cluster 50. Entering ConstructFrom: Trying to split cluster 25 (6173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Entering Unmasked Estep Score: -290537.625000 Penalty: 288.022034 Iteration 0F: 2 clusters Score -290537.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -286440.968750 Penalty: 576.044067 Iteration 0F: 3 clusters Score -286441 nChanged 2873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -288564.500000 Penalty: 576.044067 Iteration 1F: 3 clusters Score -288564.5 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -288989.031250 Penalty: 576.044067 Iteration 2F: 3 clusters Score -288989 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -289358.437500 Penalty: 576.044067 Iteration 3F: 3 clusters Score -289358.4 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -289659.156250 Penalty: 576.044067 Iteration 4F: 3 clusters Score -289659.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -289887.750000 Penalty: 576.044067 Iteration 5Q: 3 clusters Score -289887.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -290077.812500 Penalty: 576.044067 Iteration 6Q: 3 clusters Score -290077.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -290202.718750 Penalty: 576.044067 Iteration 7Q: 3 clusters Score -290202.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -290284.468750 Penalty: 576.044067 Iteration 8Q: 3 clusters Score -290284.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -290320.187500 Penalty: 576.044067 Iteration 9Q: 3 clusters Score -290320.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -290336.406250 Penalty: 576.044067 Iteration 10Q: 3 clusters Score -290336.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -290351.906250 Penalty: 576.044067 Iteration 11Q: 3 clusters Score -290351.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -290374.031250 Penalty: 576.044067 Iteration 12Q: 3 clusters Score -290374 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -290395.750000 Penalty: 576.044067 Iteration 13Q: 3 clusters Score -290395.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -290414.031250 Penalty: 576.044067 Iteration 14Q: 3 clusters Score -290414 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -290436.750000 Penalty: 576.044067 Iteration 15Q: 3 clusters Score -290436.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -290456.218750 Penalty: 576.044067 Iteration 16Q: 3 clusters Score -290456.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -290475.156250 Penalty: 576.044067 Iteration 17Q: 3 clusters Score -290475.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -290499.281250 Penalty: 576.044067 Iteration 18Q: 3 clusters Score -290499.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -290515.000000 Penalty: 576.044067 Iteration 19Q: 3 clusters Score -290515 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -290523.625000 Penalty: 576.044067 Iteration 20F: 3 clusters Score -290523.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -290529.843750 Penalty: 576.044067 Iteration 21Q: 3 clusters Score -290529.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290535.250000 Penalty: 576.044067 Iteration 22Q: 3 clusters Score -290535.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -290542.781250 Penalty: 576.044067 Iteration 23Q: 3 clusters Score -290542.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -290548.156250 Penalty: 576.044067 Iteration 24Q: 3 clusters Score -290548.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -290554.187500 Penalty: 576.044067 Iteration 25Q: 3 clusters Score -290554.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -290559.625000 Penalty: 576.044067 Iteration 26Q: 3 clusters Score -290559.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -290565.937500 Penalty: 576.044067 Iteration 27Q: 3 clusters Score -290565.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -290572.125000 Penalty: 576.044067 Iteration 28Q: 3 clusters Score -290572.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -290577.437500 Penalty: 576.044067 Iteration 29Q: 3 clusters Score -290577.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -290584.125000 Penalty: 576.044067 Iteration 30Q: 3 clusters Score -290584.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -290592.000000 Penalty: 576.044067 Iteration 31Q: 3 clusters Score -290592 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -290599.593750 Penalty: 576.044067 Iteration 32Q: 3 clusters Score -290599.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -290606.843750 Penalty: 576.044067 Iteration 33Q: 3 clusters Score -290606.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -290611.218750 Penalty: 576.044067 Iteration 34Q: 3 clusters Score -290611.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -290614.718750 Penalty: 576.044067 Iteration 35Q: 3 clusters Score -290614.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -290618.875000 Penalty: 576.044067 Iteration 36Q: 3 clusters Score -290618.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -290623.312500 Penalty: 576.044067 Iteration 37Q: 3 clusters Score -290623.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -290627.468750 Penalty: 576.044067 Iteration 38Q: 3 clusters Score -290627.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -290631.125000 Penalty: 576.044067 Iteration 39Q: 3 clusters Score -290631.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -290636.500000 Penalty: 576.044067 Iteration 40F: 3 clusters Score -290636.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -290642.281250 Penalty: 576.044067 Iteration 41Q: 3 clusters Score -290642.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -290646.843750 Penalty: 576.044067 Iteration 42Q: 3 clusters Score -290646.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -290651.406250 Penalty: 576.044067 Iteration 43Q: 3 clusters Score -290651.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -290655.937500 Penalty: 576.044067 Iteration 44Q: 3 clusters Score -290655.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -290659.843750 Penalty: 576.044067 Iteration 45Q: 3 clusters Score -290659.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -290663.312500 Penalty: 576.044067 Iteration 46Q: 3 clusters Score -290663.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -290664.500000 Penalty: 576.044067 Iteration 47Q: 3 clusters Score -290664.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -290666.281250 Penalty: 576.044067 Iteration 48Q: 3 clusters Score -290666.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -290668.375000 Penalty: 576.044067 Iteration 49Q: 3 clusters Score -290668.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -290670.031250 Penalty: 576.044067 Iteration 50Q: 3 clusters Score -290670 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -290671.593750 Penalty: 576.044067 Iteration 51Q: 3 clusters Score -290671.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -290673.562500 Penalty: 576.044067 Iteration 52Q: 3 clusters Score -290673.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -290675.625000 Penalty: 576.044067 Iteration 53Q: 3 clusters Score -290675.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -290680.062500 Penalty: 576.044067 Iteration 54Q: 3 clusters Score -290680.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -290684.937500 Penalty: 576.044067 Iteration 55Q: 3 clusters Score -290684.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -290690.218750 Penalty: 576.044067 Iteration 56Q: 3 clusters Score -290690.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -290699.531250 Penalty: 576.044067 Iteration 57Q: 3 clusters Score -290699.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -290712.031250 Penalty: 576.044067 Iteration 58Q: 3 clusters Score -290712 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -290724.875000 Penalty: 576.044067 Iteration 59Q: 3 clusters Score -290724.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -290747.906250 Penalty: 576.044067 Iteration 60F: 3 clusters Score -290747.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -290783.062500 Penalty: 576.044067 Iteration 61Q: 3 clusters Score -290783.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -290818.906250 Penalty: 576.044067 Iteration 62Q: 3 clusters Score -290818.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -290849.000000 Penalty: 576.044067 Iteration 63Q: 3 clusters Score -290849 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -290887.500000 Penalty: 576.044067 Iteration 64Q: 3 clusters Score -290887.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -290928.312500 Penalty: 576.044067 Iteration 65Q: 3 clusters Score -290928.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -290965.437500 Penalty: 576.044067 Iteration 66Q: 3 clusters Score -290965.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -291013.750000 Penalty: 576.044067 Iteration 67Q: 3 clusters Score -291013.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -291056.250000 Penalty: 576.044067 Iteration 68Q: 3 clusters Score -291056.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -291099.000000 Penalty: 576.044067 Iteration 69Q: 3 clusters Score -291099 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -291161.625000 Penalty: 576.044067 Iteration 70Q: 3 clusters Score -291161.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -291217.406250 Penalty: 576.044067 Iteration 71Q: 3 clusters Score -291217.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -291273.093750 Penalty: 576.044067 Iteration 72Q: 3 clusters Score -291273.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -291343.718750 Penalty: 576.044067 Iteration 73Q: 3 clusters Score -291343.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -291400.656250 Penalty: 576.044067 Iteration 74Q: 3 clusters Score -291400.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -291442.031250 Penalty: 576.044067 Iteration 75Q: 3 clusters Score -291442 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -291476.906250 Penalty: 576.044067 Iteration 76Q: 3 clusters Score -291476.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -291506.562500 Penalty: 576.044067 Iteration 77Q: 3 clusters Score -291506.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -291517.437500 Penalty: 576.044067 Iteration 78Q: 3 clusters Score -291517.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -291529.375000 Penalty: 576.044067 Iteration 79Q: 3 clusters Score -291529.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -291570.125000 Penalty: 576.044067 Iteration 80F: 3 clusters Score -291570.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -291602.250000 Penalty: 576.044067 Iteration 81Q: 3 clusters Score -291602.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -291619.218750 Penalty: 576.044067 Iteration 82Q: 3 clusters Score -291619.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -291624.062500 Penalty: 576.044067 Iteration 83Q: 3 clusters Score -291624.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -291626.656250 Penalty: 576.044067 Iteration 84Q: 3 clusters Score -291626.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -291627.437500 Penalty: 576.044067 Iteration 85Q: 3 clusters Score -291627.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -291628.031250 Penalty: 576.044067 Iteration 86Q: 3 clusters Score -291628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -291628.187500 Penalty: 576.044067 Iteration 87Q: 3 clusters Score -291628.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -291628.000000 Penalty: 576.044067 Iteration 88Q: 3 clusters Score -291628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -291628.156250 Penalty: 576.044067 Iteration 89Q: 3 clusters Score -291628.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -291627.937500 Penalty: 576.044067 Iteration 90Q: 3 clusters Score -291627.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -291629.000000 Penalty: 576.044067 Iteration 91Q: 3 clusters Score -291629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -291629.000000 Penalty: 576.044067 Iteration 92Q: 3 clusters Score -291629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -291629.781250 Penalty: 576.044067 Iteration 93Q: 3 clusters Score -291629.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -291629.781250 Penalty: 576.044067 Iteration 94F: 3 clusters Score -291629.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 1510 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Entering Unmasked Estep Score: -18541656.000000 Penalty: 21874.070312 Splitting cluster 25 changes total score from -18503888.000000 to -18541656.000000 So it's getting split into cluster 51. Entering ConstructFrom: Trying to split cluster 26 (1510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Entering Unmasked Estep Score: -52023.843750 Penalty: 241.555542 Iteration 0F: 2 clusters Score -52023.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -50968.488281 Penalty: 483.111084 Iteration 0F: 3 clusters Score -50968.49 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -51649.621094 Penalty: 483.111084 Iteration 1F: 3 clusters Score -51649.62 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -51882.500000 Penalty: 483.111084 Iteration 2F: 3 clusters Score -51882.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -52072.527344 Penalty: 483.111084 Iteration 3F: 3 clusters Score -52072.53 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -52253.378906 Penalty: 483.111084 Iteration 4F: 3 clusters Score -52253.38 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -52431.519531 Penalty: 483.111084 Iteration 5Q: 3 clusters Score -52431.52 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -52764.207031 Penalty: 483.111084 Iteration 6Q: 3 clusters Score -52764.21 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -52922.332031 Penalty: 483.111084 Iteration 7F: 3 clusters Score -52922.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -52937.457031 Penalty: 483.111084 Iteration 8Q: 3 clusters Score -52937.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -52944.699219 Penalty: 483.111084 Iteration 9Q: 3 clusters Score -52944.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -52949.628906 Penalty: 483.111084 Iteration 10Q: 3 clusters Score -52949.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -52953.804688 Penalty: 483.111084 Iteration 11Q: 3 clusters Score -52953.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -52954.914062 Penalty: 483.111084 Iteration 12Q: 3 clusters Score -52954.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -52956.046875 Penalty: 483.111084 Iteration 13Q: 3 clusters Score -52956.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -52956.589844 Penalty: 483.111084 Iteration 14Q: 3 clusters Score -52956.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -52956.589844 Penalty: 483.111084 Iteration 15F: 3 clusters Score -52956.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 4003 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Entering Unmasked Estep Score: -18542394.000000 Penalty: 22302.972656 Splitting cluster 26 changes total score from -18503888.000000 to -18542394.000000 So it's getting split into cluster 52. Entering ConstructFrom: Trying to split cluster 27 (4003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Entering Unmasked Estep Score: -143636.140625 Penalty: 273.728394 Iteration 0F: 2 clusters Score -143636.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -140914.062500 Penalty: 547.456787 Iteration 0F: 3 clusters Score -140914.1 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -142195.500000 Penalty: 547.456787 Iteration 1F: 3 clusters Score -142195.5 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -142518.375000 Penalty: 547.456787 Iteration 2F: 3 clusters Score -142518.4 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -142780.109375 Penalty: 547.456787 Iteration 3F: 3 clusters Score -142780.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -142968.609375 Penalty: 547.456787 Iteration 4F: 3 clusters Score -142968.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -143084.156250 Penalty: 547.456787 Iteration 5Q: 3 clusters Score -143084.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -143160.000000 Penalty: 547.456787 Iteration 6Q: 3 clusters Score -143160 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -143238.968750 Penalty: 547.456787 Iteration 7Q: 3 clusters Score -143239 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -143315.796875 Penalty: 547.456787 Iteration 8Q: 3 clusters Score -143315.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -143402.093750 Penalty: 547.456787 Iteration 9Q: 3 clusters Score -143402.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -143457.000000 Penalty: 547.456787 Iteration 10Q: 3 clusters Score -143457 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -143512.437500 Penalty: 547.456787 Iteration 11Q: 3 clusters Score -143512.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -143557.546875 Penalty: 547.456787 Iteration 12Q: 3 clusters Score -143557.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -143600.953125 Penalty: 547.456787 Iteration 13Q: 3 clusters Score -143601 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -143630.234375 Penalty: 547.456787 Iteration 14Q: 3 clusters Score -143630.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -143656.031250 Penalty: 547.456787 Iteration 15Q: 3 clusters Score -143656 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -143668.812500 Penalty: 547.456787 Iteration 16Q: 3 clusters Score -143668.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -143676.093750 Penalty: 547.456787 Iteration 17Q: 3 clusters Score -143676.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -143680.203125 Penalty: 547.456787 Iteration 18Q: 3 clusters Score -143680.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -143682.156250 Penalty: 547.456787 Iteration 19Q: 3 clusters Score -143682.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -143684.281250 Penalty: 547.456787 Iteration 20F: 3 clusters Score -143684.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -143685.718750 Penalty: 547.456787 Iteration 21Q: 3 clusters Score -143685.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -143687.968750 Penalty: 547.456787 Iteration 22Q: 3 clusters Score -143688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -143688.203125 Penalty: 547.456787 Iteration 23Q: 3 clusters Score -143688.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -143688.203125 Penalty: 547.456787 Iteration 24F: 3 clusters Score -143688.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 22041 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Entering Unmasked Estep Score: -18542294.000000 Penalty: 22731.875000 Splitting cluster 27 changes total score from -18503888.000000 to -18542294.000000 So it's getting split into cluster 53. Entering ConstructFrom: Trying to split cluster 28 (22041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22041 members Entering Unmasked Estep Score: -1021321.500000 Penalty: 330.021790 Iteration 0F: 2 clusters Score -1021322 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -1006717.062500 Penalty: 660.043579 Iteration 0F: 3 clusters Score -1006717 nChanged 10595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -1014660.062500 Penalty: 660.043579 Iteration 1F: 3 clusters Score -1014660 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -1016492.000000 Penalty: 660.043579 Iteration 2F: 3 clusters Score -1016492 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 17192 members Entering Unmasked Estep Score: -1018097.562500 Penalty: 660.043579 Iteration 3F: 3 clusters Score -1018098 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 18101 members Entering Unmasked Estep Score: -1019210.312500 Penalty: 660.043579 Iteration 4F: 3 clusters Score -1019210 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -1019808.062500 Penalty: 660.043579 Iteration 5Q: 3 clusters Score -1019808 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 19041 members Entering Unmasked Estep Score: -1020158.500000 Penalty: 660.043579 Iteration 6Q: 3 clusters Score -1020158 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -1020338.187500 Penalty: 660.043579 Iteration 7Q: 3 clusters Score -1020338 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -1020466.062500 Penalty: 660.043579 Iteration 8Q: 3 clusters Score -1020466 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 19753 members Entering Unmasked Estep Score: -1020554.875000 Penalty: 660.043579 Iteration 9Q: 3 clusters Score -1020555 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -1020617.250000 Penalty: 660.043579 Iteration 10Q: 3 clusters Score -1020617 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 20114 members Entering Unmasked Estep Score: -1020676.750000 Penalty: 660.043579 Iteration 11Q: 3 clusters Score -1020677 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 20288 members Entering Unmasked Estep Score: -1020734.875000 Penalty: 660.043579 Iteration 12Q: 3 clusters Score -1020735 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -1020793.125000 Penalty: 660.043579 Iteration 13Q: 3 clusters Score -1020793 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -1020880.125000 Penalty: 660.043579 Iteration 14Q: 3 clusters Score -1020880 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 20744 members Entering Unmasked Estep Score: -1020987.687500 Penalty: 660.043579 Iteration 15Q: 3 clusters Score -1020988 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 20863 members Entering Unmasked Estep Score: -1021090.187500 Penalty: 660.043579 Iteration 16Q: 3 clusters Score -1021090 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -1021171.500000 Penalty: 660.043579 Iteration 17Q: 3 clusters Score -1021172 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 21021 members Entering Unmasked Estep Score: -1021213.062500 Penalty: 660.043579 Iteration 18Q: 3 clusters Score -1021213 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 21059 members Entering Unmasked Estep Score: -1021240.875000 Penalty: 660.043579 Iteration 19Q: 3 clusters Score -1021241 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -1021271.000000 Penalty: 660.043579 Iteration 20F: 3 clusters Score -1021271 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 21122 members Entering Unmasked Estep Score: -1021288.500000 Penalty: 660.043579 Iteration 21Q: 3 clusters Score -1021288 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 21145 members Entering Unmasked Estep Score: -1021301.750000 Penalty: 660.043579 Iteration 22Q: 3 clusters Score -1021302 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 21151 members Entering Unmasked Estep Score: -1021308.750000 Penalty: 660.043579 Iteration 23Q: 3 clusters Score -1021309 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -1021315.312500 Penalty: 660.043579 Iteration 24Q: 3 clusters Score -1021315 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 21153 members Entering Unmasked Estep Score: -1021317.812500 Penalty: 660.043579 Iteration 25Q: 3 clusters Score -1021318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 21161 members Entering Unmasked Estep Score: -1021320.375000 Penalty: 660.043579 Iteration 26Q: 3 clusters Score -1021320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 21167 members Entering Unmasked Estep Score: -1021320.625000 Penalty: 660.043579 Iteration 27Q: 3 clusters Score -1021321 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 21169 members Entering Unmasked Estep Score: -1021322.250000 Penalty: 660.043579 Iteration 28Q: 3 clusters Score -1021322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 21170 members Entering Unmasked Estep Score: -1021321.750000 Penalty: 660.043579 Iteration 29Q: 3 clusters Score -1021322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 21172 members Entering Unmasked Estep Score: -1021322.687500 Penalty: 660.043579 Iteration 30Q: 3 clusters Score -1021323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 21172 members Entering Unmasked Estep Score: -1021323.375000 Penalty: 660.043579 Iteration 31Q: 3 clusters Score -1021323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -1021322.250000 Penalty: 660.043579 Iteration 32Q: 3 clusters Score -1021322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -1021322.250000 Penalty: 660.043579 Iteration 33F: 3 clusters Score -1021322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 9830 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Mstep: Class 54 contains 21171 members Entering Unmasked Estep Score: -18542230.000000 Penalty: 23160.779297 Splitting cluster 28 changes total score from -18503888.000000 to -18542230.000000 So it's getting split into cluster 54. Entering ConstructFrom: Trying to split cluster 29 (9830 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Entering Unmasked Estep Score: -457707.406250 Penalty: 303.375427 Iteration 0F: 2 clusters Score -457707.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -451155.843750 Penalty: 606.750854 Iteration 0F: 3 clusters Score -451155.8 nChanged 4619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -454400.937500 Penalty: 606.750854 Iteration 1F: 3 clusters Score -454400.9 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -455010.343750 Penalty: 606.750854 Iteration 2F: 3 clusters Score -455010.3 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -455513.437500 Penalty: 606.750854 Iteration 3F: 3 clusters Score -455513.4 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -455826.562500 Penalty: 606.750854 Iteration 4F: 3 clusters Score -455826.6 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -456028.843750 Penalty: 606.750854 Iteration 5Q: 3 clusters Score -456028.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -456198.437500 Penalty: 606.750854 Iteration 6Q: 3 clusters Score -456198.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -456375.187500 Penalty: 606.750854 Iteration 7Q: 3 clusters Score -456375.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -456598.125000 Penalty: 606.750854 Iteration 8Q: 3 clusters Score -456598.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -456800.468750 Penalty: 606.750854 Iteration 9Q: 3 clusters Score -456800.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -456957.781250 Penalty: 606.750854 Iteration 10Q: 3 clusters Score -456957.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -457081.687500 Penalty: 606.750854 Iteration 11Q: 3 clusters Score -457081.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -457149.875000 Penalty: 606.750854 Iteration 12Q: 3 clusters Score -457149.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -457195.843750 Penalty: 606.750854 Iteration 13Q: 3 clusters Score -457195.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -457225.812500 Penalty: 606.750854 Iteration 14Q: 3 clusters Score -457225.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -457253.406250 Penalty: 606.750854 Iteration 15Q: 3 clusters Score -457253.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -457277.500000 Penalty: 606.750854 Iteration 16Q: 3 clusters Score -457277.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -457302.375000 Penalty: 606.750854 Iteration 17Q: 3 clusters Score -457302.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -457333.906250 Penalty: 606.750854 Iteration 18Q: 3 clusters Score -457333.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -457365.312500 Penalty: 606.750854 Iteration 19Q: 3 clusters Score -457365.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -457405.593750 Penalty: 606.750854 Iteration 20F: 3 clusters Score -457405.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -457448.343750 Penalty: 606.750854 Iteration 21Q: 3 clusters Score -457448.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -457498.843750 Penalty: 606.750854 Iteration 22Q: 3 clusters Score -457498.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -457541.500000 Penalty: 606.750854 Iteration 23Q: 3 clusters Score -457541.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -457592.937500 Penalty: 606.750854 Iteration 24Q: 3 clusters Score -457592.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -457636.406250 Penalty: 606.750854 Iteration 25Q: 3 clusters Score -457636.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -457674.562500 Penalty: 606.750854 Iteration 26Q: 3 clusters Score -457674.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -457698.968750 Penalty: 606.750854 Iteration 27Q: 3 clusters Score -457699 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -457710.468750 Penalty: 606.750854 Iteration 28Q: 3 clusters Score -457710.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -457717.375000 Penalty: 606.750854 Iteration 29Q: 3 clusters Score -457717.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -457722.093750 Penalty: 606.750854 Iteration 30Q: 3 clusters Score -457722.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -457730.500000 Penalty: 606.750854 Iteration 31Q: 3 clusters Score -457730.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -457736.000000 Penalty: 606.750854 Iteration 32Q: 3 clusters Score -457736 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -457740.656250 Penalty: 606.750854 Iteration 33Q: 3 clusters Score -457740.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -457741.406250 Penalty: 606.750854 Iteration 34Q: 3 clusters Score -457741.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -457743.000000 Penalty: 606.750854 Iteration 35Q: 3 clusters Score -457743 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -457744.343750 Penalty: 606.750854 Iteration 36Q: 3 clusters Score -457744.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -457743.656250 Penalty: 606.750854 Iteration 37Q: 3 clusters Score -457743.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -457744.937500 Penalty: 606.750854 Iteration 38Q: 3 clusters Score -457744.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -457745.000000 Penalty: 606.750854 Iteration 39Q: 3 clusters Score -457745 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -457745.218750 Penalty: 606.750854 Iteration 40F: 3 clusters Score -457745.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -457745.718750 Penalty: 606.750854 Iteration 41Q: 3 clusters Score -457745.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -457745.781250 Penalty: 606.750854 Iteration 42Q: 3 clusters Score -457745.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -457745.468750 Penalty: 606.750854 Iteration 43Q: 3 clusters Score -457745.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -457745.468750 Penalty: 606.750854 Iteration 44F: 3 clusters Score -457745.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 1335 members Mstep: Class 30 contains 3265 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Mstep: Class 54 contains 21171 members Mstep: Class 55 contains 8495 members Entering Unmasked Estep Score: -18542144.000000 Penalty: 23589.683594 Splitting cluster 29 changes total score from -18503888.000000 to -18542144.000000 So it's getting split into cluster 55. Entering ConstructFrom: Trying to split cluster 30 (3265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Entering Unmasked Estep Score: -122126.710938 Penalty: 267.003479 Iteration 0F: 2 clusters Score -122126.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -119961.117188 Penalty: 534.006958 Iteration 0F: 3 clusters Score -119961.1 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -121379.976562 Penalty: 534.006958 Iteration 1F: 3 clusters Score -121380 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -121819.789062 Penalty: 534.006958 Iteration 2F: 3 clusters Score -121819.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -122008.250000 Penalty: 534.006958 Iteration 3F: 3 clusters Score -122008.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -122087.023438 Penalty: 534.006958 Iteration 4Q: 3 clusters Score -122087 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -122146.539062 Penalty: 534.006958 Iteration 5Q: 3 clusters Score -122146.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -122208.234375 Penalty: 534.006958 Iteration 6Q: 3 clusters Score -122208.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -122274.437500 Penalty: 534.006958 Iteration 7Q: 3 clusters Score -122274.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -122338.695312 Penalty: 534.006958 Iteration 8Q: 3 clusters Score -122338.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -122393.109375 Penalty: 534.006958 Iteration 9Q: 3 clusters Score -122393.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -122439.710938 Penalty: 534.006958 Iteration 10Q: 3 clusters Score -122439.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -122489.703125 Penalty: 534.006958 Iteration 11Q: 3 clusters Score -122489.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -122523.523438 Penalty: 534.006958 Iteration 12Q: 3 clusters Score -122523.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -122553.695312 Penalty: 534.006958 Iteration 13Q: 3 clusters Score -122553.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -122571.945312 Penalty: 534.006958 Iteration 14Q: 3 clusters Score -122571.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -122592.625000 Penalty: 534.006958 Iteration 15Q: 3 clusters Score -122592.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -122605.429688 Penalty: 534.006958 Iteration 16Q: 3 clusters Score -122605.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -122619.289062 Penalty: 534.006958 Iteration 17Q: 3 clusters Score -122619.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -122635.359375 Penalty: 534.006958 Iteration 18Q: 3 clusters Score -122635.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -122652.929688 Penalty: 534.006958 Iteration 19Q: 3 clusters Score -122652.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -122677.546875 Penalty: 534.006958 Iteration 20F: 3 clusters Score -122677.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -122710.851562 Penalty: 534.006958 Iteration 21Q: 3 clusters Score -122710.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -122760.242188 Penalty: 534.006958 Iteration 22Q: 3 clusters Score -122760.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -122824.265625 Penalty: 534.006958 Iteration 23Q: 3 clusters Score -122824.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -122912.523438 Penalty: 534.006958 Iteration 24Q: 3 clusters Score -122912.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -123080.328125 Penalty: 534.006958 Iteration 25Q: 3 clusters Score -123080.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -123788.828125 Penalty: 534.006958 Iteration 26Q: 3 clusters Score -123788.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -123794.226562 Penalty: 534.006958 Iteration 27Q: 3 clusters Score -123794.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -123794.226562 Penalty: 534.006958 Iteration 28F: 3 clusters Score -123794.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 1335 members Mstep: Class 30 contains 2922 members Mstep: Class 31 contains 5682 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Mstep: Class 54 contains 21171 members Mstep: Class 55 contains 8495 members Mstep: Class 56 contains 343 members Entering Unmasked Estep Score: -18543730.000000 Penalty: 24018.585938 Splitting cluster 30 changes total score from -18503888.000000 to -18543730.000000 So it's getting split into cluster 56. Entering ConstructFrom: Trying to split cluster 31 (5682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Entering Unmasked Estep Score: -234317.031250 Penalty: 285.286926 Iteration 0F: 2 clusters Score -234317 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -230632.609375 Penalty: 570.573853 Iteration 0F: 3 clusters Score -230632.6 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -232622.453125 Penalty: 570.573853 Iteration 1F: 3 clusters Score -232622.5 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -233285.093750 Penalty: 570.573853 Iteration 2F: 3 clusters Score -233285.1 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -234317.703125 Penalty: 570.573853 Iteration 3F: 3 clusters Score -234317.7 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -236064.000000 Penalty: 570.573853 Iteration 4F: 3 clusters Score -236064 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -236786.375000 Penalty: 570.573853 Iteration 5F: 3 clusters Score -236786.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -236900.687500 Penalty: 570.573853 Iteration 6Q: 3 clusters Score -236900.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -236963.000000 Penalty: 570.573853 Iteration 7Q: 3 clusters Score -236963 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -236974.546875 Penalty: 570.573853 Iteration 8Q: 3 clusters Score -236974.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -236976.156250 Penalty: 570.573853 Iteration 9Q: 3 clusters Score -236976.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -236976.531250 Penalty: 570.573853 Iteration 10Q: 3 clusters Score -236976.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -236976.734375 Penalty: 570.573853 Iteration 11Q: 3 clusters Score -236976.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -236976.734375 Penalty: 570.573853 Iteration 12F: 3 clusters Score -236976.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 1335 members Mstep: Class 30 contains 2922 members Mstep: Class 31 contains 3729 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 4390 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Mstep: Class 54 contains 21171 members Mstep: Class 55 contains 8495 members Mstep: Class 56 contains 343 members Mstep: Class 57 contains 1953 members Entering Unmasked Estep Score: -18546242.000000 Penalty: 24447.488281 Splitting cluster 31 changes total score from -18503888.000000 to -18546242.000000 So it's getting split into cluster 57. Entering ConstructFrom: Trying to split cluster 32 (16169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16169 members Entering Unmasked Estep Score: -705065.312500 Penalty: 319.798096 Iteration 0F: 2 clusters Score -705065.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -694330.937500 Penalty: 639.596191 Iteration 0F: 3 clusters Score -694330.9 nChanged 7737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -699706.062500 Penalty: 639.596191 Iteration 1F: 3 clusters Score -699706.1 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -700466.812500 Penalty: 639.596191 Iteration 2F: 3 clusters Score -700466.8 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -701156.500000 Penalty: 639.596191 Iteration 3F: 3 clusters Score -701156.5 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -701883.312500 Penalty: 639.596191 Iteration 4F: 3 clusters Score -701883.3 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -702754.375000 Penalty: 639.596191 Iteration 5Q: 3 clusters Score -702754.4 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -703383.437500 Penalty: 639.596191 Iteration 6Q: 3 clusters Score -703383.4 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -703724.750000 Penalty: 639.596191 Iteration 7Q: 3 clusters Score -703724.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -703938.437500 Penalty: 639.596191 Iteration 8Q: 3 clusters Score -703938.4 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 13312 members Entering Unmasked Estep Score: -704098.375000 Penalty: 639.596191 Iteration 9Q: 3 clusters Score -704098.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -704211.562500 Penalty: 639.596191 Iteration 10Q: 3 clusters Score -704211.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 13744 members Entering Unmasked Estep Score: -704295.937500 Penalty: 639.596191 Iteration 11Q: 3 clusters Score -704295.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -704366.250000 Penalty: 639.596191 Iteration 12Q: 3 clusters Score -704366.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -704433.625000 Penalty: 639.596191 Iteration 13Q: 3 clusters Score -704433.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -704491.937500 Penalty: 639.596191 Iteration 14Q: 3 clusters Score -704491.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -704552.812500 Penalty: 639.596191 Iteration 15Q: 3 clusters Score -704552.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -704592.687500 Penalty: 639.596191 Iteration 16Q: 3 clusters Score -704592.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -704622.812500 Penalty: 639.596191 Iteration 17Q: 3 clusters Score -704622.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -704641.875000 Penalty: 639.596191 Iteration 18Q: 3 clusters Score -704641.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -704658.500000 Penalty: 639.596191 Iteration 19Q: 3 clusters Score -704658.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 14808 members Entering Unmasked Estep Score: -704669.312500 Penalty: 639.596191 Iteration 20F: 3 clusters Score -704669.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -704680.937500 Penalty: 639.596191 Iteration 21Q: 3 clusters Score -704680.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -704691.062500 Penalty: 639.596191 Iteration 22Q: 3 clusters Score -704691.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -704700.000000 Penalty: 639.596191 Iteration 23Q: 3 clusters Score -704700 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -704714.000000 Penalty: 639.596191 Iteration 24Q: 3 clusters Score -704714 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -704724.687500 Penalty: 639.596191 Iteration 25Q: 3 clusters Score -704724.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -704738.187500 Penalty: 639.596191 Iteration 26Q: 3 clusters Score -704738.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 15120 members Entering Unmasked Estep Score: -704752.312500 Penalty: 639.596191 Iteration 27Q: 3 clusters Score -704752.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 15165 members Entering Unmasked Estep Score: -704763.625000 Penalty: 639.596191 Iteration 28Q: 3 clusters Score -704763.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -704775.750000 Penalty: 639.596191 Iteration 29Q: 3 clusters Score -704775.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -704784.000000 Penalty: 639.596191 Iteration 30Q: 3 clusters Score -704784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -704787.625000 Penalty: 639.596191 Iteration 31Q: 3 clusters Score -704787.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -704792.812500 Penalty: 639.596191 Iteration 32Q: 3 clusters Score -704792.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 15312 members Entering Unmasked Estep Score: -704799.375000 Penalty: 639.596191 Iteration 33Q: 3 clusters Score -704799.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -704805.812500 Penalty: 639.596191 Iteration 34Q: 3 clusters Score -704805.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -704809.000000 Penalty: 639.596191 Iteration 35Q: 3 clusters Score -704809 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -704814.062500 Penalty: 639.596191 Iteration 36Q: 3 clusters Score -704814.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 15376 members Entering Unmasked Estep Score: -704815.875000 Penalty: 639.596191 Iteration 37Q: 3 clusters Score -704815.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -704817.875000 Penalty: 639.596191 Iteration 38Q: 3 clusters Score -704817.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 15412 members Entering Unmasked Estep Score: -704823.500000 Penalty: 639.596191 Iteration 39Q: 3 clusters Score -704823.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -704831.187500 Penalty: 639.596191 Iteration 40F: 3 clusters Score -704831.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 15461 members Entering Unmasked Estep Score: -704841.187500 Penalty: 639.596191 Iteration 41Q: 3 clusters Score -704841.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 15481 members Entering Unmasked Estep Score: -704844.625000 Penalty: 639.596191 Iteration 42Q: 3 clusters Score -704844.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 15498 members Entering Unmasked Estep Score: -704849.875000 Penalty: 639.596191 Iteration 43Q: 3 clusters Score -704849.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 15517 members Entering Unmasked Estep Score: -704855.500000 Penalty: 639.596191 Iteration 44Q: 3 clusters Score -704855.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 15534 members Entering Unmasked Estep Score: -704861.062500 Penalty: 639.596191 Iteration 45Q: 3 clusters Score -704861.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 15545 members Entering Unmasked Estep Score: -704864.250000 Penalty: 639.596191 Iteration 46Q: 3 clusters Score -704864.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -704865.500000 Penalty: 639.596191 Iteration 47Q: 3 clusters Score -704865.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -704867.125000 Penalty: 639.596191 Iteration 48Q: 3 clusters Score -704867.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -704866.125000 Penalty: 639.596191 Iteration 49Q: 3 clusters Score -704866.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 15570 members Entering Unmasked Estep Score: -704867.437500 Penalty: 639.596191 Iteration 50Q: 3 clusters Score -704867.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 15578 members Entering Unmasked Estep Score: -704869.562500 Penalty: 639.596191 Iteration 51Q: 3 clusters Score -704869.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -704870.625000 Penalty: 639.596191 Iteration 52Q: 3 clusters Score -704870.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 15587 members Entering Unmasked Estep Score: -704871.937500 Penalty: 639.596191 Iteration 53Q: 3 clusters Score -704871.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -704872.500000 Penalty: 639.596191 Iteration 54Q: 3 clusters Score -704872.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -704873.750000 Penalty: 639.596191 Iteration 55Q: 3 clusters Score -704873.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -704874.125000 Penalty: 639.596191 Iteration 56Q: 3 clusters Score -704874.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -704874.125000 Penalty: 639.596191 Iteration 57F: 3 clusters Score -704874.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (4390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Entering Unmasked Estep Score: -182929.453125 Penalty: 276.773804 Iteration 0F: 2 clusters Score -182929.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -180007.859375 Penalty: 553.547607 Iteration 0F: 3 clusters Score -180007.9 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -181524.687500 Penalty: 553.547607 Iteration 1F: 3 clusters Score -181524.7 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -182008.734375 Penalty: 553.547607 Iteration 2F: 3 clusters Score -182008.7 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -182622.421875 Penalty: 553.547607 Iteration 3F: 3 clusters Score -182622.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -183111.250000 Penalty: 553.547607 Iteration 4F: 3 clusters Score -183111.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -183351.484375 Penalty: 553.547607 Iteration 5Q: 3 clusters Score -183351.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -183432.953125 Penalty: 553.547607 Iteration 6Q: 3 clusters Score -183433 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -183459.640625 Penalty: 553.547607 Iteration 7Q: 3 clusters Score -183459.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -183466.750000 Penalty: 553.547607 Iteration 8Q: 3 clusters Score -183466.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -183469.265625 Penalty: 553.547607 Iteration 9Q: 3 clusters Score -183469.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -183472.937500 Penalty: 553.547607 Iteration 10Q: 3 clusters Score -183472.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -183475.156250 Penalty: 553.547607 Iteration 11Q: 3 clusters Score -183475.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -183475.500000 Penalty: 553.547607 Iteration 12Q: 3 clusters Score -183475.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -183476.406250 Penalty: 553.547607 Iteration 13Q: 3 clusters Score -183476.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -183477.312500 Penalty: 553.547607 Iteration 14Q: 3 clusters Score -183477.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -183477.234375 Penalty: 553.547607 Iteration 15Q: 3 clusters Score -183477.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -183477.718750 Penalty: 553.547607 Iteration 16Q: 3 clusters Score -183477.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -183477.718750 Penalty: 553.547607 Iteration 17F: 3 clusters Score -183477.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 1335 members Mstep: Class 30 contains 2922 members Mstep: Class 31 contains 3729 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 3629 members Mstep: Class 34 contains 4374 members Mstep: Class 35 contains 1253 members Mstep: Class 36 contains 47590 members Mstep: Class 37 contains 21084 members Mstep: Class 38 contains 6880 members Mstep: Class 39 contains 29755 members Mstep: Class 40 contains 2346 members Mstep: Class 41 contains 242 members Mstep: Class 42 contains 353 members Mstep: Class 43 contains 4519 members Mstep: Class 44 contains 11988 members Mstep: Class 45 contains 2452 members Mstep: Class 46 contains 5751 members Mstep: Class 47 contains 1176 members Mstep: Class 48 contains 10423 members Mstep: Class 49 contains 4137 members Mstep: Class 50 contains 330 members Mstep: Class 51 contains 3620 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 3470 members Mstep: Class 54 contains 21171 members Mstep: Class 55 contains 8495 members Mstep: Class 56 contains 343 members Mstep: Class 57 contains 1953 members Mstep: Class 58 contains 761 members Entering Unmasked Estep Score: -18546674.000000 Penalty: 24876.392578 Splitting cluster 33 changes total score from -18503888.000000 to -18546674.000000 So it's getting split into cluster 58. Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 28022 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 39095 members Mstep: Class 5 contains 9080 members Mstep: Class 6 contains 10580 members Mstep: Class 7 contains 5396 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 10727 members Mstep: Class 10 contains 9158 members Mstep: Class 11 contains 8068 members Mstep: Class 12 contains 363 members Mstep: Class 13 contains 119 members Mstep: Class 14 contains 2533 members Mstep: Class 15 contains 21667 members Mstep: Class 16 contains 10703 members Mstep: Class 17 contains 562 members Mstep: Class 18 contains 5452 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 11888 members Mstep: Class 21 contains 10401 members Mstep: Class 22 contains 6518 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 1972 members Mstep: Class 25 contains 2553 members Mstep: Class 26 contains 916 members Mstep: Class 27 contains 533 members Mstep: Class 28 contains 870 members Mstep: Class 29 contains 1335 members Mstep: Class 30 contains 2922 members Mstep: Class 31 contains 3729 members Mstep: Class 32 contains 16169 members Mstep: Class 33 contains 3629 members Entering Unmasked Estep ConsiderDeletion Score: -18557238.000000 Penalty: 24876.392578 Iteration 79Q: 59 clusters Score -1.855724e+07 nChanged 13062 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 28556 members Mstep: Class 3 contains 1072 members Mstep: Class 4 contains 39405 members Mstep: Class 5 contains 9540 members Mstep: Class 6 contains 10451 members Mstep: Class 7 contains 5382 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 10794 members Mstep: Class 10 contains 9438 members Mstep: Class 11 contains 8053 members Mstep: Class 12 contains 367 members Mstep: Class 13 contains 120 members Mstep: Class 14 contains 2558 members Mstep: Class 15 contains 22106 members Mstep: Class 16 contains 11064 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 5716 members Mstep: Class 19 contains 3230 members Mstep: Class 20 contains 11911 members Mstep: Class 21 contains 10837 members Mstep: Class 22 contains 6612 members Mstep: Class 23 contains 11577 members Mstep: Class 24 contains 1953 members Mstep: Class 25 contains 2620 members Mstep: Class 26 contains 1050 members Mstep: Class 27 contains 792 members Mstep: Class 28 contains 1362 members Mstep: Class 29 contains 1461 members Mstep: Class 30 contains 2873 members Mstep: Class 31 contains 3962 members Mstep: Class 32 contains 16153 members Mstep: Class 33 contains 3892 members Mstep: Class 34 contains 4244 members Mstep: Class 35 contains 1268 members Mstep: Class 36 contains 45836 members Mstep: Class 37 contains 20687 members Mstep: Class 38 contains 6450 members Mstep: Class 39 contains 29350 members Mstep: Class 40 contains 3188 members Mstep: Class 41 contains 250 members Mstep: Class 42 contains 384 members Mstep: Class 43 contains 4393 members Mstep: Class 44 contains 11773 members Mstep: Class 45 contains 2591 members Mstep: Class 46 contains 5667 members Mstep: Class 47 contains 977 members Mstep: Class 48 contains 9807 members Mstep: Class 49 contains 4237 members Mstep: Class 50 contains 323 members Mstep: Class 51 contains 3583 members Mstep: Class 52 contains 505 members Mstep: Class 53 contains 3143 members Mstep: Class 54 contains 20650 members Mstep: Class 55 contains 8215 members Mstep: Class 56 contains 330 members Mstep: Class 57 contains 1709 members Mstep: Class 58 contains 776 members Entering Unmasked Estep ConsiderDeletion Score: -18566440.000000 Penalty: 24876.392578 Iteration 80F: 59 clusters Score -1.856644e+07 nChanged 11711 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 28435 members Mstep: Class 3 contains 1054 members Mstep: Class 4 contains 38775 members Mstep: Class 5 contains 9723 members Mstep: Class 6 contains 10298 members Mstep: Class 7 contains 5319 members Mstep: Class 8 contains 903 members Mstep: Class 9 contains 10747 members Mstep: Class 10 contains 9246 members Mstep: Class 11 contains 7925 members Mstep: Class 12 contains 376 members Mstep: Class 13 contains 118 members Mstep: Class 14 contains 2569 members Mstep: Class 15 contains 22045 members Mstep: Class 16 contains 11274 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 5760 members Mstep: Class 19 contains 3228 members Mstep: Class 20 contains 11339 members Mstep: Class 21 contains 10986 members Mstep: Class 22 contains 6546 members Mstep: Class 23 contains 11553 members Mstep: Class 24 contains 1957 members Mstep: Class 25 contains 2678 members Mstep: Class 26 contains 1090 members Mstep: Class 27 contains 1003 members Mstep: Class 28 contains 1770 members Mstep: Class 29 contains 1552 members Mstep: Class 30 contains 2776 members Mstep: Class 31 contains 3925 members Mstep: Class 32 contains 16045 members Mstep: Class 33 contains 3991 members Mstep: Class 34 contains 4745 members Mstep: Class 35 contains 1419 members Mstep: Class 36 contains 44589 members Mstep: Class 37 contains 20477 members Mstep: Class 38 contains 6174 members Mstep: Class 39 contains 29465 members Mstep: Class 40 contains 4079 members Mstep: Class 41 contains 264 members Mstep: Class 42 contains 432 members Mstep: Class 43 contains 4498 members Mstep: Class 44 contains 11772 members Mstep: Class 45 contains 2830 members Mstep: Class 46 contains 5829 members Mstep: Class 47 contains 890 members Mstep: Class 48 contains 10051 members Mstep: Class 49 contains 4295 members Mstep: Class 50 contains 380 members Mstep: Class 51 contains 3586 members Mstep: Class 52 contains 544 members Mstep: Class 53 contains 3106 members Mstep: Class 54 contains 20550 members Mstep: Class 55 contains 8109 members Mstep: Class 56 contains 555 members Mstep: Class 57 contains 1728 members Mstep: Class 58 contains 858 members Entering Unmasked Estep ConsiderDeletion Score: -18571460.000000 Penalty: 24876.392578 Iteration 81Q: 59 clusters Score -1.857146e+07 nChanged 7924 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 28291 members Mstep: Class 3 contains 1040 members Mstep: Class 4 contains 38346 members Mstep: Class 5 contains 9826 members Mstep: Class 6 contains 10132 members Mstep: Class 7 contains 5258 members Mstep: Class 8 contains 673 members Mstep: Class 9 contains 10675 members Mstep: Class 10 contains 9243 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 383 members Mstep: Class 13 contains 117 members Mstep: Class 14 contains 2575 members Mstep: Class 15 contains 22063 members Mstep: Class 16 contains 11578 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 5861 members Mstep: Class 19 contains 3218 members Mstep: Class 20 contains 10987 members Mstep: Class 21 contains 11101 members Mstep: Class 22 contains 6504 members Mstep: Class 23 contains 11546 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 2749 members Mstep: Class 26 contains 1108 members Mstep: Class 27 contains 1155 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 1644 members Mstep: Class 30 contains 2735 members Mstep: Class 31 contains 3936 members Mstep: Class 32 contains 15952 members Mstep: Class 33 contains 4091 members Mstep: Class 34 contains 5068 members Mstep: Class 35 contains 1526 members Mstep: Class 36 contains 43402 members Mstep: Class 37 contains 20272 members Mstep: Class 38 contains 5801 members Mstep: Class 39 contains 29443 members Mstep: Class 40 contains 4880 members Mstep: Class 41 contains 267 members Mstep: Class 42 contains 485 members Mstep: Class 43 contains 4554 members Mstep: Class 44 contains 11766 members Mstep: Class 45 contains 2881 members Mstep: Class 46 contains 5979 members Mstep: Class 47 contains 831 members Mstep: Class 48 contains 10141 members Mstep: Class 49 contains 4349 members Mstep: Class 50 contains 409 members Mstep: Class 51 contains 3577 members Mstep: Class 52 contains 587 members Mstep: Class 53 contains 3126 members Mstep: Class 54 contains 20434 members Mstep: Class 55 contains 8001 members Mstep: Class 56 contains 856 members Mstep: Class 57 contains 1747 members Mstep: Class 58 contains 924 members Entering Unmasked Estep ConsiderDeletion Score: -18574826.000000 Penalty: 24876.392578 Iteration 82Q: 59 clusters Score -1.857483e+07 nChanged 6507 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 28178 members Mstep: Class 3 contains 1027 members Mstep: Class 4 contains 38084 members Mstep: Class 5 contains 9917 members Mstep: Class 6 contains 9951 members Mstep: Class 7 contains 5224 members Mstep: Class 8 contains 588 members Mstep: Class 9 contains 10606 members Mstep: Class 10 contains 9266 members Mstep: Class 11 contains 7727 members Mstep: Class 12 contains 388 members Mstep: Class 13 contains 114 members Mstep: Class 14 contains 2573 members Mstep: Class 15 contains 22164 members Mstep: Class 16 contains 11830 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 5951 members Mstep: Class 19 contains 3191 members Mstep: Class 20 contains 10739 members Mstep: Class 21 contains 11245 members Mstep: Class 22 contains 6468 members Mstep: Class 23 contains 11544 members Mstep: Class 24 contains 1984 members Mstep: Class 25 contains 2822 members Mstep: Class 26 contains 1129 members Mstep: Class 27 contains 1253 members Mstep: Class 28 contains 2553 members Mstep: Class 29 contains 1741 members Mstep: Class 30 contains 2702 members Mstep: Class 31 contains 4035 members Mstep: Class 32 contains 15871 members Mstep: Class 33 contains 4185 members Mstep: Class 34 contains 5265 members Mstep: Class 35 contains 1612 members Mstep: Class 36 contains 42244 members Mstep: Class 37 contains 20085 members Mstep: Class 38 contains 5425 members Mstep: Class 39 contains 29311 members Mstep: Class 40 contains 5665 members Mstep: Class 41 contains 270 members Mstep: Class 42 contains 531 members Mstep: Class 43 contains 4614 members Mstep: Class 44 contains 11739 members Mstep: Class 45 contains 2867 members Mstep: Class 46 contains 6115 members Mstep: Class 47 contains 799 members Mstep: Class 48 contains 10084 members Mstep: Class 49 contains 4396 members Mstep: Class 50 contains 427 members Mstep: Class 51 contains 3561 members Mstep: Class 52 contains 620 members Mstep: Class 53 contains 3190 members Mstep: Class 54 contains 20338 members Mstep: Class 55 contains 7913 members Mstep: Class 56 contains 958 members Mstep: Class 57 contains 1766 members Mstep: Class 58 contains 992 members Entering Unmasked Estep ConsiderDeletion Score: -18577188.000000 Penalty: 24876.392578 Iteration 83Q: 59 clusters Score -1.857719e+07 nChanged 5698 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 28067 members Mstep: Class 3 contains 1015 members Mstep: Class 4 contains 37913 members Mstep: Class 5 contains 9984 members Mstep: Class 6 contains 9723 members Mstep: Class 7 contains 5190 members Mstep: Class 8 contains 582 members Mstep: Class 9 contains 10518 members Mstep: Class 10 contains 9351 members Mstep: Class 11 contains 7663 members Mstep: Class 12 contains 392 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 2586 members Mstep: Class 15 contains 22266 members Mstep: Class 16 contains 12082 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6026 members Mstep: Class 19 contains 3161 members Mstep: Class 20 contains 10543 members Mstep: Class 21 contains 11340 members Mstep: Class 22 contains 6433 members Mstep: Class 23 contains 11544 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 2897 members Mstep: Class 26 contains 1143 members Mstep: Class 27 contains 1319 members Mstep: Class 28 contains 2898 members Mstep: Class 29 contains 1858 members Mstep: Class 30 contains 2697 members Mstep: Class 31 contains 4239 members Mstep: Class 32 contains 15800 members Mstep: Class 33 contains 4271 members Mstep: Class 34 contains 5398 members Mstep: Class 35 contains 1686 members Mstep: Class 36 contains 41113 members Mstep: Class 37 contains 19913 members Mstep: Class 38 contains 5080 members Mstep: Class 39 contains 29105 members Mstep: Class 40 contains 6422 members Mstep: Class 41 contains 275 members Mstep: Class 42 contains 581 members Mstep: Class 43 contains 4643 members Mstep: Class 44 contains 11696 members Mstep: Class 45 contains 2811 members Mstep: Class 46 contains 6272 members Mstep: Class 47 contains 785 members Mstep: Class 48 contains 9974 members Mstep: Class 49 contains 4438 members Mstep: Class 50 contains 439 members Mstep: Class 51 contains 3555 members Mstep: Class 52 contains 646 members Mstep: Class 53 contains 3265 members Mstep: Class 54 contains 20246 members Mstep: Class 55 contains 7831 members Mstep: Class 56 contains 962 members Mstep: Class 57 contains 1830 members Mstep: Class 58 contains 1056 members Entering Unmasked Estep ConsiderDeletion Score: -18579062.000000 Penalty: 24876.392578 Iteration 84Q: 59 clusters Score -1.857906e+07 nChanged 5234 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 27973 members Mstep: Class 3 contains 1008 members Mstep: Class 4 contains 37797 members Mstep: Class 5 contains 10042 members Mstep: Class 6 contains 9498 members Mstep: Class 7 contains 5159 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 10452 members Mstep: Class 10 contains 9445 members Mstep: Class 11 contains 7588 members Mstep: Class 12 contains 396 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 2610 members Mstep: Class 15 contains 22346 members Mstep: Class 16 contains 12309 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6103 members Mstep: Class 19 contains 3139 members Mstep: Class 20 contains 10414 members Mstep: Class 21 contains 11423 members Mstep: Class 22 contains 6380 members Mstep: Class 23 contains 11545 members Mstep: Class 24 contains 1988 members Mstep: Class 25 contains 2970 members Mstep: Class 26 contains 1152 members Mstep: Class 27 contains 1341 members Mstep: Class 28 contains 3148 members Mstep: Class 29 contains 1976 members Mstep: Class 30 contains 2691 members Mstep: Class 31 contains 4451 members Mstep: Class 32 contains 15741 members Mstep: Class 33 contains 4366 members Mstep: Class 34 contains 5482 members Mstep: Class 35 contains 1767 members Mstep: Class 36 contains 39988 members Mstep: Class 37 contains 19770 members Mstep: Class 38 contains 4754 members Mstep: Class 39 contains 28925 members Mstep: Class 40 contains 7195 members Mstep: Class 41 contains 284 members Mstep: Class 42 contains 636 members Mstep: Class 43 contains 4682 members Mstep: Class 44 contains 11642 members Mstep: Class 45 contains 2746 members Mstep: Class 46 contains 6400 members Mstep: Class 47 contains 784 members Mstep: Class 48 contains 9842 members Mstep: Class 49 contains 4487 members Mstep: Class 50 contains 460 members Mstep: Class 51 contains 3550 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 3330 members Mstep: Class 54 contains 20173 members Mstep: Class 55 contains 7752 members Mstep: Class 56 contains 957 members Mstep: Class 57 contains 1925 members Mstep: Class 58 contains 1108 members Entering Unmasked Estep ConsiderDeletion Score: -18580546.000000 Penalty: 24876.392578 Iteration 85Q: 59 clusters Score -1.858055e+07 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 27899 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 37704 members Mstep: Class 5 contains 10073 members Mstep: Class 6 contains 9292 members Mstep: Class 7 contains 5132 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 10438 members Mstep: Class 10 contains 9540 members Mstep: Class 11 contains 7503 members Mstep: Class 12 contains 396 members Mstep: Class 13 contains 97 members Mstep: Class 14 contains 2646 members Mstep: Class 15 contains 22382 members Mstep: Class 16 contains 12567 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6207 members Mstep: Class 19 contains 3120 members Mstep: Class 20 contains 10281 members Mstep: Class 21 contains 11495 members Mstep: Class 22 contains 6329 members Mstep: Class 23 contains 11549 members Mstep: Class 24 contains 1990 members Mstep: Class 25 contains 3057 members Mstep: Class 26 contains 1163 members Mstep: Class 27 contains 1349 members Mstep: Class 28 contains 3324 members Mstep: Class 29 contains 2090 members Mstep: Class 30 contains 2680 members Mstep: Class 31 contains 4660 members Mstep: Class 32 contains 15670 members Mstep: Class 33 contains 4449 members Mstep: Class 34 contains 5551 members Mstep: Class 35 contains 1847 members Mstep: Class 36 contains 38866 members Mstep: Class 37 contains 19651 members Mstep: Class 38 contains 4459 members Mstep: Class 39 contains 28750 members Mstep: Class 40 contains 7971 members Mstep: Class 41 contains 292 members Mstep: Class 42 contains 671 members Mstep: Class 43 contains 4704 members Mstep: Class 44 contains 11581 members Mstep: Class 45 contains 2674 members Mstep: Class 46 contains 6520 members Mstep: Class 47 contains 791 members Mstep: Class 48 contains 9698 members Mstep: Class 49 contains 4537 members Mstep: Class 50 contains 475 members Mstep: Class 51 contains 3544 members Mstep: Class 52 contains 692 members Mstep: Class 53 contains 3410 members Mstep: Class 54 contains 20111 members Mstep: Class 55 contains 7683 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2018 members Mstep: Class 58 contains 1147 members Entering Unmasked Estep ConsiderDeletion Score: -18581938.000000 Penalty: 24876.392578 Iteration 86Q: 59 clusters Score -1.858194e+07 nChanged 4594 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 27835 members Mstep: Class 3 contains 990 members Mstep: Class 4 contains 37605 members Mstep: Class 5 contains 10094 members Mstep: Class 6 contains 9142 members Mstep: Class 7 contains 5115 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 10427 members Mstep: Class 10 contains 9620 members Mstep: Class 11 contains 7440 members Mstep: Class 12 contains 399 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 2695 members Mstep: Class 15 contains 22381 members Mstep: Class 16 contains 12809 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6303 members Mstep: Class 19 contains 3095 members Mstep: Class 20 contains 10190 members Mstep: Class 21 contains 11559 members Mstep: Class 22 contains 6251 members Mstep: Class 23 contains 11548 members Mstep: Class 24 contains 1996 members Mstep: Class 25 contains 3138 members Mstep: Class 26 contains 1174 members Mstep: Class 27 contains 1331 members Mstep: Class 28 contains 3453 members Mstep: Class 29 contains 2208 members Mstep: Class 30 contains 2667 members Mstep: Class 31 contains 4828 members Mstep: Class 32 contains 15629 members Mstep: Class 33 contains 4514 members Mstep: Class 34 contains 5598 members Mstep: Class 35 contains 1946 members Mstep: Class 36 contains 37692 members Mstep: Class 37 contains 19549 members Mstep: Class 38 contains 4197 members Mstep: Class 39 contains 28597 members Mstep: Class 40 contains 8804 members Mstep: Class 41 contains 298 members Mstep: Class 42 contains 705 members Mstep: Class 43 contains 4739 members Mstep: Class 44 contains 11519 members Mstep: Class 45 contains 2590 members Mstep: Class 46 contains 6647 members Mstep: Class 47 contains 792 members Mstep: Class 48 contains 9555 members Mstep: Class 49 contains 4581 members Mstep: Class 50 contains 490 members Mstep: Class 51 contains 3541 members Mstep: Class 52 contains 712 members Mstep: Class 53 contains 3479 members Mstep: Class 54 contains 20064 members Mstep: Class 55 contains 7617 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2108 members Mstep: Class 58 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -18583262.000000 Penalty: 24876.392578 Iteration 87Q: 59 clusters Score -1.858326e+07 nChanged 4255 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 27782 members Mstep: Class 3 contains 987 members Mstep: Class 4 contains 37548 members Mstep: Class 5 contains 10098 members Mstep: Class 6 contains 9035 members Mstep: Class 7 contains 5101 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 10422 members Mstep: Class 10 contains 9695 members Mstep: Class 11 contains 7405 members Mstep: Class 12 contains 405 members Mstep: Class 13 contains 89 members Mstep: Class 14 contains 2756 members Mstep: Class 15 contains 22380 members Mstep: Class 16 contains 12985 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6355 members Mstep: Class 19 contains 3051 members Mstep: Class 20 contains 10126 members Mstep: Class 21 contains 11638 members Mstep: Class 22 contains 6174 members Mstep: Class 23 contains 11545 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 3206 members Mstep: Class 26 contains 1183 members Mstep: Class 27 contains 1330 members Mstep: Class 28 contains 3568 members Mstep: Class 29 contains 2332 members Mstep: Class 30 contains 2657 members Mstep: Class 31 contains 4933 members Mstep: Class 32 contains 15587 members Mstep: Class 33 contains 4591 members Mstep: Class 34 contains 5636 members Mstep: Class 35 contains 2070 members Mstep: Class 36 contains 36574 members Mstep: Class 37 contains 19453 members Mstep: Class 38 contains 4000 members Mstep: Class 39 contains 28452 members Mstep: Class 40 contains 9609 members Mstep: Class 41 contains 302 members Mstep: Class 42 contains 725 members Mstep: Class 43 contains 4775 members Mstep: Class 44 contains 11450 members Mstep: Class 45 contains 2483 members Mstep: Class 46 contains 6756 members Mstep: Class 47 contains 813 members Mstep: Class 48 contains 9392 members Mstep: Class 49 contains 4623 members Mstep: Class 50 contains 516 members Mstep: Class 51 contains 3537 members Mstep: Class 52 contains 726 members Mstep: Class 53 contains 3573 members Mstep: Class 54 contains 20030 members Mstep: Class 55 contains 7535 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2194 members Mstep: Class 58 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -18584566.000000 Penalty: 24876.392578 Iteration 88Q: 59 clusters Score -1.858457e+07 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 27740 members Mstep: Class 3 contains 984 members Mstep: Class 4 contains 37533 members Mstep: Class 5 contains 10096 members Mstep: Class 6 contains 8946 members Mstep: Class 7 contains 5100 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 10434 members Mstep: Class 10 contains 9736 members Mstep: Class 11 contains 7363 members Mstep: Class 12 contains 411 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 2826 members Mstep: Class 15 contains 22375 members Mstep: Class 16 contains 13141 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6409 members Mstep: Class 19 contains 3003 members Mstep: Class 20 contains 10089 members Mstep: Class 21 contains 11716 members Mstep: Class 22 contains 6074 members Mstep: Class 23 contains 11538 members Mstep: Class 24 contains 1990 members Mstep: Class 25 contains 3270 members Mstep: Class 26 contains 1192 members Mstep: Class 27 contains 1324 members Mstep: Class 28 contains 3655 members Mstep: Class 29 contains 2434 members Mstep: Class 30 contains 2634 members Mstep: Class 31 contains 5010 members Mstep: Class 32 contains 15528 members Mstep: Class 33 contains 4672 members Mstep: Class 34 contains 5667 members Mstep: Class 35 contains 2215 members Mstep: Class 36 contains 35413 members Mstep: Class 37 contains 19347 members Mstep: Class 38 contains 3831 members Mstep: Class 39 contains 28326 members Mstep: Class 40 contains 10461 members Mstep: Class 41 contains 307 members Mstep: Class 42 contains 754 members Mstep: Class 43 contains 4861 members Mstep: Class 44 contains 11374 members Mstep: Class 45 contains 2380 members Mstep: Class 46 contains 6830 members Mstep: Class 47 contains 849 members Mstep: Class 48 contains 9212 members Mstep: Class 49 contains 4667 members Mstep: Class 50 contains 537 members Mstep: Class 51 contains 3534 members Mstep: Class 52 contains 744 members Mstep: Class 53 contains 3660 members Mstep: Class 54 contains 20024 members Mstep: Class 55 contains 7462 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2286 members Mstep: Class 58 contains 1217 members Entering Unmasked Estep ConsiderDeletion Score: -18586132.000000 Penalty: 24876.392578 Iteration 89Q: 59 clusters Score -1.858613e+07 nChanged 3947 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 27708 members Mstep: Class 3 contains 970 members Mstep: Class 4 contains 37543 members Mstep: Class 5 contains 10089 members Mstep: Class 6 contains 8888 members Mstep: Class 7 contains 5108 members Mstep: Class 8 contains 544 members Mstep: Class 9 contains 10452 members Mstep: Class 10 contains 9764 members Mstep: Class 11 contains 7315 members Mstep: Class 12 contains 420 members Mstep: Class 13 contains 84 members Mstep: Class 14 contains 2892 members Mstep: Class 15 contains 22353 members Mstep: Class 16 contains 13291 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6467 members Mstep: Class 19 contains 2957 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 11781 members Mstep: Class 22 contains 5975 members Mstep: Class 23 contains 11529 members Mstep: Class 24 contains 1986 members Mstep: Class 25 contains 3343 members Mstep: Class 26 contains 1202 members Mstep: Class 27 contains 1394 members Mstep: Class 28 contains 3752 members Mstep: Class 29 contains 2533 members Mstep: Class 30 contains 2622 members Mstep: Class 31 contains 5037 members Mstep: Class 32 contains 15458 members Mstep: Class 33 contains 4772 members Mstep: Class 34 contains 5697 members Mstep: Class 35 contains 2302 members Mstep: Class 36 contains 34255 members Mstep: Class 37 contains 19234 members Mstep: Class 38 contains 3686 members Mstep: Class 39 contains 28193 members Mstep: Class 40 contains 11307 members Mstep: Class 41 contains 308 members Mstep: Class 42 contains 777 members Mstep: Class 43 contains 4937 members Mstep: Class 44 contains 11286 members Mstep: Class 45 contains 2291 members Mstep: Class 46 contains 6881 members Mstep: Class 47 contains 902 members Mstep: Class 48 contains 9055 members Mstep: Class 49 contains 4732 members Mstep: Class 50 contains 552 members Mstep: Class 51 contains 3529 members Mstep: Class 52 contains 755 members Mstep: Class 53 contains 3753 members Mstep: Class 54 contains 20025 members Mstep: Class 55 contains 7379 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2366 members Mstep: Class 58 contains 1231 members Entering Unmasked Estep ConsiderDeletion Score: -18587398.000000 Penalty: 24876.392578 Iteration 90Q: 59 clusters Score -1.85874e+07 nChanged 3781 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 27697 members Mstep: Class 3 contains 960 members Mstep: Class 4 contains 37571 members Mstep: Class 5 contains 10079 members Mstep: Class 6 contains 8852 members Mstep: Class 7 contains 5101 members Mstep: Class 8 contains 531 members Mstep: Class 9 contains 10474 members Mstep: Class 10 contains 9775 members Mstep: Class 11 contains 7264 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 82 members Mstep: Class 14 contains 2974 members Mstep: Class 15 contains 22339 members Mstep: Class 16 contains 13430 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6521 members Mstep: Class 19 contains 2910 members Mstep: Class 20 contains 10025 members Mstep: Class 21 contains 11854 members Mstep: Class 22 contains 5883 members Mstep: Class 23 contains 11526 members Mstep: Class 24 contains 1988 members Mstep: Class 25 contains 3398 members Mstep: Class 26 contains 1210 members Mstep: Class 27 contains 1511 members Mstep: Class 28 contains 3845 members Mstep: Class 29 contains 2620 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 5037 members Mstep: Class 32 contains 15390 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 5721 members Mstep: Class 35 contains 2364 members Mstep: Class 36 contains 33061 members Mstep: Class 37 contains 19137 members Mstep: Class 38 contains 3547 members Mstep: Class 39 contains 28086 members Mstep: Class 40 contains 12177 members Mstep: Class 41 contains 312 members Mstep: Class 42 contains 798 members Mstep: Class 43 contains 5002 members Mstep: Class 44 contains 11186 members Mstep: Class 45 contains 2210 members Mstep: Class 46 contains 6904 members Mstep: Class 47 contains 972 members Mstep: Class 48 contains 8888 members Mstep: Class 49 contains 4798 members Mstep: Class 50 contains 573 members Mstep: Class 51 contains 3527 members Mstep: Class 52 contains 772 members Mstep: Class 53 contains 3839 members Mstep: Class 54 contains 20037 members Mstep: Class 55 contains 7298 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2436 members Mstep: Class 58 contains 1247 members Entering Unmasked Estep ConsiderDeletion Score: -18588470.000000 Penalty: 24876.392578 Iteration 91Q: 59 clusters Score -1.858847e+07 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 27703 members Mstep: Class 3 contains 946 members Mstep: Class 4 contains 37595 members Mstep: Class 5 contains 10071 members Mstep: Class 6 contains 8823 members Mstep: Class 7 contains 5076 members Mstep: Class 8 contains 514 members Mstep: Class 9 contains 10498 members Mstep: Class 10 contains 9809 members Mstep: Class 11 contains 7194 members Mstep: Class 12 contains 430 members Mstep: Class 13 contains 80 members Mstep: Class 14 contains 3066 members Mstep: Class 15 contains 22318 members Mstep: Class 16 contains 13575 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6564 members Mstep: Class 19 contains 2854 members Mstep: Class 20 contains 9996 members Mstep: Class 21 contains 11891 members Mstep: Class 22 contains 5798 members Mstep: Class 23 contains 11534 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 3458 members Mstep: Class 26 contains 1228 members Mstep: Class 27 contains 1604 members Mstep: Class 28 contains 3938 members Mstep: Class 29 contains 2699 members Mstep: Class 30 contains 2577 members Mstep: Class 31 contains 5040 members Mstep: Class 32 contains 15342 members Mstep: Class 33 contains 4920 members Mstep: Class 34 contains 5739 members Mstep: Class 35 contains 2418 members Mstep: Class 36 contains 31873 members Mstep: Class 37 contains 19071 members Mstep: Class 38 contains 3402 members Mstep: Class 39 contains 27987 members Mstep: Class 40 contains 13065 members Mstep: Class 41 contains 320 members Mstep: Class 42 contains 822 members Mstep: Class 43 contains 5037 members Mstep: Class 44 contains 11112 members Mstep: Class 45 contains 2132 members Mstep: Class 46 contains 6923 members Mstep: Class 47 contains 1048 members Mstep: Class 48 contains 8745 members Mstep: Class 49 contains 4855 members Mstep: Class 50 contains 609 members Mstep: Class 51 contains 3531 members Mstep: Class 52 contains 782 members Mstep: Class 53 contains 3908 members Mstep: Class 54 contains 20044 members Mstep: Class 55 contains 7233 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2494 members Mstep: Class 58 contains 1257 members Entering Unmasked Estep ConsiderDeletion Score: -18589392.000000 Penalty: 24876.392578 Iteration 92Q: 59 clusters Score -1.858939e+07 nChanged 3348 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 27728 members Mstep: Class 3 contains 939 members Mstep: Class 4 contains 37626 members Mstep: Class 5 contains 10052 members Mstep: Class 6 contains 8803 members Mstep: Class 7 contains 5043 members Mstep: Class 8 contains 501 members Mstep: Class 9 contains 10520 members Mstep: Class 10 contains 9843 members Mstep: Class 11 contains 7137 members Mstep: Class 12 contains 436 members Mstep: Class 13 contains 81 members Mstep: Class 14 contains 3162 members Mstep: Class 15 contains 22342 members Mstep: Class 16 contains 13710 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6603 members Mstep: Class 19 contains 2816 members Mstep: Class 20 contains 9981 members Mstep: Class 21 contains 11937 members Mstep: Class 22 contains 5707 members Mstep: Class 23 contains 11544 members Mstep: Class 24 contains 2003 members Mstep: Class 25 contains 3520 members Mstep: Class 26 contains 1236 members Mstep: Class 27 contains 1678 members Mstep: Class 28 contains 4007 members Mstep: Class 29 contains 2754 members Mstep: Class 30 contains 2562 members Mstep: Class 31 contains 5046 members Mstep: Class 32 contains 15277 members Mstep: Class 33 contains 4954 members Mstep: Class 34 contains 5753 members Mstep: Class 35 contains 2448 members Mstep: Class 36 contains 30674 members Mstep: Class 37 contains 19027 members Mstep: Class 38 contains 3245 members Mstep: Class 39 contains 27897 members Mstep: Class 40 contains 13961 members Mstep: Class 41 contains 325 members Mstep: Class 42 contains 848 members Mstep: Class 43 contains 5063 members Mstep: Class 44 contains 11049 members Mstep: Class 45 contains 2068 members Mstep: Class 46 contains 6932 members Mstep: Class 47 contains 1104 members Mstep: Class 48 contains 8598 members Mstep: Class 49 contains 4921 members Mstep: Class 50 contains 642 members Mstep: Class 51 contains 3533 members Mstep: Class 52 contains 791 members Mstep: Class 53 contains 3963 members Mstep: Class 54 contains 20057 members Mstep: Class 55 contains 7173 members Mstep: Class 56 contains 956 members Mstep: Class 57 contains 2565 members Mstep: Class 58 contains 1270 members Entering Unmasked Estep ConsiderDeletion Score: -18590152.000000 Penalty: 24876.392578 Iteration 93Q: 59 clusters Score -1.859015e+07 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 27768 members Mstep: Class 3 contains 939 members Mstep: Class 4 contains 37655 members Mstep: Class 5 contains 10032 members Mstep: Class 6 contains 8794 members Mstep: Class 7 contains 5014 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 10548 members Mstep: Class 10 contains 9880 members Mstep: Class 11 contains 7092 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 81 members Mstep: Class 14 contains 3266 members Mstep: Class 15 contains 22379 members Mstep: Class 16 contains 13830 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6624 members Mstep: Class 19 contains 2782 members Mstep: Class 20 contains 9952 members Mstep: Class 21 contains 11977 members Mstep: Class 22 contains 5641 members Mstep: Class 23 contains 11541 members Mstep: Class 24 contains 2009 members Mstep: Class 25 contains 3580 members Mstep: Class 26 contains 1242 members Mstep: Class 27 contains 1754 members Mstep: Class 28 contains 4060 members Mstep: Class 29 contains 2787 members Mstep: Class 30 contains 2550 members Mstep: Class 31 contains 5038 members Mstep: Class 32 contains 15232 members Mstep: Class 33 contains 4982 members Mstep: Class 34 contains 5768 members Mstep: Class 35 contains 2471 members Mstep: Class 36 contains 29526 members Mstep: Class 37 contains 18986 members Mstep: Class 38 contains 3110 members Mstep: Class 39 contains 27835 members Mstep: Class 40 contains 14830 members Mstep: Class 41 contains 331 members Mstep: Class 42 contains 874 members Mstep: Class 43 contains 5065 members Mstep: Class 44 contains 10996 members Mstep: Class 45 contains 2031 members Mstep: Class 46 contains 6938 members Mstep: Class 47 contains 1155 members Mstep: Class 48 contains 8443 members Mstep: Class 49 contains 4980 members Mstep: Class 50 contains 679 members Mstep: Class 51 contains 3535 members Mstep: Class 52 contains 794 members Mstep: Class 53 contains 4009 members Mstep: Class 54 contains 20090 members Mstep: Class 55 contains 7104 members Mstep: Class 56 contains 955 members Mstep: Class 57 contains 2627 members Mstep: Class 58 contains 1281 members Entering Unmasked Estep ConsiderDeletion Score: -18590746.000000 Penalty: 24876.392578 Iteration 94Q: 59 clusters Score -1.859075e+07 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 27821 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 37699 members Mstep: Class 5 contains 10013 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4969 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 10578 members Mstep: Class 10 contains 9928 members Mstep: Class 11 contains 7056 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 81 members Mstep: Class 14 contains 3382 members Mstep: Class 15 contains 22419 members Mstep: Class 16 contains 13932 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6641 members Mstep: Class 19 contains 2755 members Mstep: Class 20 contains 9937 members Mstep: Class 21 contains 12026 members Mstep: Class 22 contains 5587 members Mstep: Class 23 contains 11537 members Mstep: Class 24 contains 2018 members Mstep: Class 25 contains 3641 members Mstep: Class 26 contains 1255 members Mstep: Class 27 contains 1816 members Mstep: Class 28 contains 4111 members Mstep: Class 29 contains 2832 members Mstep: Class 30 contains 2546 members Mstep: Class 31 contains 5023 members Mstep: Class 32 contains 15194 members Mstep: Class 33 contains 5023 members Mstep: Class 34 contains 5794 members Mstep: Class 35 contains 2485 members Mstep: Class 36 contains 28336 members Mstep: Class 37 contains 18943 members Mstep: Class 38 contains 2987 members Mstep: Class 39 contains 27766 members Mstep: Class 40 contains 15742 members Mstep: Class 41 contains 336 members Mstep: Class 42 contains 898 members Mstep: Class 43 contains 5029 members Mstep: Class 44 contains 10955 members Mstep: Class 45 contains 1996 members Mstep: Class 46 contains 6937 members Mstep: Class 47 contains 1200 members Mstep: Class 48 contains 8275 members Mstep: Class 49 contains 5039 members Mstep: Class 50 contains 726 members Mstep: Class 51 contains 3532 members Mstep: Class 52 contains 799 members Mstep: Class 53 contains 4054 members Mstep: Class 54 contains 20126 members Mstep: Class 55 contains 7029 members Mstep: Class 56 contains 954 members Mstep: Class 57 contains 2678 members Mstep: Class 58 contains 1286 members Entering Unmasked Estep ConsiderDeletion Score: -18591476.000000 Penalty: 24876.392578 Iteration 95Q: 59 clusters Score -1.859148e+07 nChanged 3101 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 27869 members Mstep: Class 3 contains 933 members Mstep: Class 4 contains 37749 members Mstep: Class 5 contains 9993 members Mstep: Class 6 contains 8786 members Mstep: Class 7 contains 4929 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 10624 members Mstep: Class 10 contains 9956 members Mstep: Class 11 contains 7033 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 82 members Mstep: Class 14 contains 3499 members Mstep: Class 15 contains 22446 members Mstep: Class 16 contains 14034 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6642 members Mstep: Class 19 contains 2739 members Mstep: Class 20 contains 9919 members Mstep: Class 21 contains 12044 members Mstep: Class 22 contains 5530 members Mstep: Class 23 contains 11540 members Mstep: Class 24 contains 2020 members Mstep: Class 25 contains 3714 members Mstep: Class 26 contains 1270 members Mstep: Class 27 contains 1871 members Mstep: Class 28 contains 4161 members Mstep: Class 29 contains 2871 members Mstep: Class 30 contains 2546 members Mstep: Class 31 contains 5011 members Mstep: Class 32 contains 15145 members Mstep: Class 33 contains 5054 members Mstep: Class 34 contains 5813 members Mstep: Class 35 contains 2488 members Mstep: Class 36 contains 27097 members Mstep: Class 37 contains 18908 members Mstep: Class 38 contains 2869 members Mstep: Class 39 contains 27685 members Mstep: Class 40 contains 16695 members Mstep: Class 41 contains 342 members Mstep: Class 42 contains 921 members Mstep: Class 43 contains 4996 members Mstep: Class 44 contains 10921 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 6932 members Mstep: Class 47 contains 1248 members Mstep: Class 48 contains 8130 members Mstep: Class 49 contains 5111 members Mstep: Class 50 contains 772 members Mstep: Class 51 contains 3532 members Mstep: Class 52 contains 806 members Mstep: Class 53 contains 4095 members Mstep: Class 54 contains 20177 members Mstep: Class 55 contains 6962 members Mstep: Class 56 contains 954 members Mstep: Class 57 contains 2746 members Mstep: Class 58 contains 1286 members Entering Unmasked Estep ConsiderDeletion Score: -18592222.000000 Penalty: 24876.392578 Iteration 96Q: 59 clusters Score -1.859222e+07 nChanged 3113 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 27923 members Mstep: Class 3 contains 929 members Mstep: Class 4 contains 37807 members Mstep: Class 5 contains 9964 members Mstep: Class 6 contains 8781 members Mstep: Class 7 contains 4895 members Mstep: Class 8 contains 464 members Mstep: Class 9 contains 10675 members Mstep: Class 10 contains 10003 members Mstep: Class 11 contains 7002 members Mstep: Class 12 contains 447 members Mstep: Class 13 contains 82 members Mstep: Class 14 contains 3615 members Mstep: Class 15 contains 22473 members Mstep: Class 16 contains 14105 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6643 members Mstep: Class 19 contains 2721 members Mstep: Class 20 contains 9886 members Mstep: Class 21 contains 12035 members Mstep: Class 22 contains 5476 members Mstep: Class 23 contains 11549 members Mstep: Class 24 contains 2026 members Mstep: Class 25 contains 3795 members Mstep: Class 26 contains 1288 members Mstep: Class 27 contains 1914 members Mstep: Class 28 contains 4211 members Mstep: Class 29 contains 2903 members Mstep: Class 30 contains 2542 members Mstep: Class 31 contains 5008 members Mstep: Class 32 contains 15095 members Mstep: Class 33 contains 5082 members Mstep: Class 34 contains 5825 members Mstep: Class 35 contains 2499 members Mstep: Class 36 contains 25797 members Mstep: Class 37 contains 18877 members Mstep: Class 38 contains 2761 members Mstep: Class 39 contains 27610 members Mstep: Class 40 contains 17738 members Mstep: Class 41 contains 350 members Mstep: Class 42 contains 941 members Mstep: Class 43 contains 4954 members Mstep: Class 44 contains 10893 members Mstep: Class 45 contains 1925 members Mstep: Class 46 contains 6937 members Mstep: Class 47 contains 1290 members Mstep: Class 48 contains 8005 members Mstep: Class 49 contains 5168 members Mstep: Class 50 contains 805 members Mstep: Class 51 contains 3532 members Mstep: Class 52 contains 814 members Mstep: Class 53 contains 4135 members Mstep: Class 54 contains 20225 members Mstep: Class 55 contains 6904 members Mstep: Class 56 contains 954 members Mstep: Class 57 contains 2807 members Mstep: Class 58 contains 1288 members Entering Unmasked Estep ConsiderDeletion Score: -18593046.000000 Penalty: 24876.392578 Iteration 97Q: 59 clusters Score -1.859305e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 27986 members Mstep: Class 3 contains 931 members Mstep: Class 4 contains 37884 members Mstep: Class 5 contains 9931 members Mstep: Class 6 contains 8775 members Mstep: Class 7 contains 4866 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 10729 members Mstep: Class 10 contains 10019 members Mstep: Class 11 contains 6977 members Mstep: Class 12 contains 458 members Mstep: Class 13 contains 83 members Mstep: Class 14 contains 3719 members Mstep: Class 15 contains 22500 members Mstep: Class 16 contains 14147 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6641 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 9841 members Mstep: Class 21 contains 12012 members Mstep: Class 22 contains 5451 members Mstep: Class 23 contains 11556 members Mstep: Class 24 contains 2029 members Mstep: Class 25 contains 3886 members Mstep: Class 26 contains 1307 members Mstep: Class 27 contains 1950 members Mstep: Class 28 contains 4253 members Mstep: Class 29 contains 2928 members Mstep: Class 30 contains 2538 members Mstep: Class 31 contains 4995 members Mstep: Class 32 contains 15049 members Mstep: Class 33 contains 5112 members Mstep: Class 34 contains 5837 members Mstep: Class 35 contains 2506 members Mstep: Class 36 contains 24379 members Mstep: Class 37 contains 18849 members Mstep: Class 38 contains 2686 members Mstep: Class 39 contains 27527 members Mstep: Class 40 contains 18885 members Mstep: Class 41 contains 354 members Mstep: Class 42 contains 951 members Mstep: Class 43 contains 4913 members Mstep: Class 44 contains 10875 members Mstep: Class 45 contains 1919 members Mstep: Class 46 contains 6937 members Mstep: Class 47 contains 1320 members Mstep: Class 48 contains 7860 members Mstep: Class 49 contains 5236 members Mstep: Class 50 contains 838 members Mstep: Class 51 contains 3531 members Mstep: Class 52 contains 810 members Mstep: Class 53 contains 4171 members Mstep: Class 54 contains 20313 members Mstep: Class 55 contains 6852 members Mstep: Class 56 contains 954 members Mstep: Class 57 contains 2888 members Mstep: Class 58 contains 1285 members Entering Unmasked Estep ConsiderDeletion Score: -18593964.000000 Penalty: 24876.392578 Iteration 98Q: 59 clusters Score -1.859396e+07 nChanged 3261 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 28060 members Mstep: Class 3 contains 938 members Mstep: Class 4 contains 37960 members Mstep: Class 5 contains 9906 members Mstep: Class 6 contains 8772 members Mstep: Class 7 contains 4839 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 10762 members Mstep: Class 10 contains 10023 members Mstep: Class 11 contains 6951 members Mstep: Class 12 contains 470 members Mstep: Class 13 contains 83 members Mstep: Class 14 contains 3806 members Mstep: Class 15 contains 22509 members Mstep: Class 16 contains 14186 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6639 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 9802 members Mstep: Class 21 contains 11967 members Mstep: Class 22 contains 5430 members Mstep: Class 23 contains 11566 members Mstep: Class 24 contains 2036 members Mstep: Class 25 contains 3984 members Mstep: Class 26 contains 1326 members Mstep: Class 27 contains 1974 members Mstep: Class 28 contains 4292 members Mstep: Class 29 contains 2949 members Mstep: Class 30 contains 2530 members Mstep: Class 31 contains 4981 members Mstep: Class 32 contains 15008 members Mstep: Class 33 contains 5144 members Mstep: Class 34 contains 5847 members Mstep: Class 35 contains 2516 members Mstep: Class 36 contains 22826 members Mstep: Class 37 contains 18816 members Mstep: Class 38 contains 2627 members Mstep: Class 39 contains 27451 members Mstep: Class 40 contains 20186 members Mstep: Class 41 contains 356 members Mstep: Class 42 contains 965 members Mstep: Class 43 contains 4883 members Mstep: Class 44 contains 10867 members Mstep: Class 45 contains 1909 members Mstep: Class 46 contains 6934 members Mstep: Class 47 contains 1346 members Mstep: Class 48 contains 7720 members Mstep: Class 49 contains 5296 members Mstep: Class 50 contains 861 members Mstep: Class 51 contains 3528 members Mstep: Class 52 contains 806 members Mstep: Class 53 contains 4203 members Mstep: Class 54 contains 20416 members Mstep: Class 55 contains 6811 members Mstep: Class 56 contains 953 members Mstep: Class 57 contains 2970 members Mstep: Class 58 contains 1290 members Entering Unmasked Estep ConsiderDeletion Score: -18594926.000000 Penalty: 24876.392578 Iteration 99Q: 59 clusters Score -1.859493e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 28142 members Mstep: Class 3 contains 944 members Mstep: Class 4 contains 38017 members Mstep: Class 5 contains 9888 members Mstep: Class 6 contains 8768 members Mstep: Class 7 contains 4827 members Mstep: Class 8 contains 449 members Mstep: Class 9 contains 10776 members Mstep: Class 10 contains 9992 members Mstep: Class 11 contains 6935 members Mstep: Class 12 contains 475 members Mstep: Class 13 contains 83 members Mstep: Class 14 contains 3892 members Mstep: Class 15 contains 22533 members Mstep: Class 16 contains 14230 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6632 members Mstep: Class 19 contains 2691 members Mstep: Class 20 contains 9767 members Mstep: Class 21 contains 11917 members Mstep: Class 22 contains 5401 members Mstep: Class 23 contains 11577 members Mstep: Class 24 contains 2043 members Mstep: Class 25 contains 4075 members Mstep: Class 26 contains 1361 members Mstep: Class 27 contains 1991 members Mstep: Class 28 contains 4328 members Mstep: Class 29 contains 2964 members Mstep: Class 30 contains 2523 members Mstep: Class 31 contains 4970 members Mstep: Class 32 contains 14969 members Mstep: Class 33 contains 5176 members Mstep: Class 34 contains 5840 members Mstep: Class 35 contains 2524 members Mstep: Class 36 contains 21054 members Mstep: Class 37 contains 18783 members Mstep: Class 38 contains 2581 members Mstep: Class 39 contains 27396 members Mstep: Class 40 contains 21769 members Mstep: Class 41 contains 367 members Mstep: Class 42 contains 978 members Mstep: Class 43 contains 4838 members Mstep: Class 44 contains 10861 members Mstep: Class 45 contains 1904 members Mstep: Class 46 contains 6929 members Mstep: Class 47 contains 1379 members Mstep: Class 48 contains 7595 members Mstep: Class 49 contains 5350 members Mstep: Class 50 contains 871 members Mstep: Class 51 contains 3525 members Mstep: Class 52 contains 803 members Mstep: Class 53 contains 4226 members Mstep: Class 54 contains 20520 members Mstep: Class 55 contains 6762 members Mstep: Class 56 contains 953 members Mstep: Class 57 contains 3057 members Mstep: Class 58 contains 1293 members Entering Unmasked Estep ConsiderDeletion Score: -18597006.000000 Penalty: 24876.392578 Iteration 100F: 59 clusters Score -1.859701e+07 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 28222 members Mstep: Class 3 contains 945 members Mstep: Class 4 contains 38086 members Mstep: Class 5 contains 9866 members Mstep: Class 6 contains 8768 members Mstep: Class 7 contains 4787 members Mstep: Class 8 contains 444 members Mstep: Class 9 contains 10676 members Mstep: Class 10 contains 9898 members Mstep: Class 11 contains 6912 members Mstep: Class 12 contains 494 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 3974 members Mstep: Class 15 contains 22556 members Mstep: Class 16 contains 14266 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6630 members Mstep: Class 19 contains 2684 members Mstep: Class 20 contains 9718 members Mstep: Class 21 contains 11884 members Mstep: Class 22 contains 5362 members Mstep: Class 23 contains 11591 members Mstep: Class 24 contains 2054 members Mstep: Class 25 contains 4179 members Mstep: Class 26 contains 1407 members Mstep: Class 27 contains 2022 members Mstep: Class 28 contains 4516 members Mstep: Class 29 contains 3009 members Mstep: Class 30 contains 2497 members Mstep: Class 31 contains 4948 members Mstep: Class 32 contains 14930 members Mstep: Class 33 contains 5193 members Mstep: Class 34 contains 5834 members Mstep: Class 35 contains 2517 members Mstep: Class 36 contains 19032 members Mstep: Class 37 contains 18756 members Mstep: Class 38 contains 2541 members Mstep: Class 39 contains 27313 members Mstep: Class 40 contains 23502 members Mstep: Class 41 contains 378 members Mstep: Class 42 contains 988 members Mstep: Class 43 contains 4972 members Mstep: Class 44 contains 10850 members Mstep: Class 45 contains 1911 members Mstep: Class 46 contains 6925 members Mstep: Class 47 contains 1420 members Mstep: Class 48 contains 7461 members Mstep: Class 49 contains 5400 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3518 members Mstep: Class 52 contains 798 members Mstep: Class 53 contains 4248 members Mstep: Class 54 contains 20624 members Mstep: Class 55 contains 6673 members Mstep: Class 56 contains 952 members Mstep: Class 57 contains 3118 members Mstep: Class 58 contains 1299 members Entering Unmasked Estep ConsiderDeletion Score: -18599642.000000 Penalty: 24876.392578 Iteration 101Q: 59 clusters Score -1.859964e+07 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 28315 members Mstep: Class 3 contains 955 members Mstep: Class 4 contains 38131 members Mstep: Class 5 contains 9832 members Mstep: Class 6 contains 8765 members Mstep: Class 7 contains 4761 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 10546 members Mstep: Class 10 contains 9788 members Mstep: Class 11 contains 6878 members Mstep: Class 12 contains 509 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4058 members Mstep: Class 15 contains 22589 members Mstep: Class 16 contains 14292 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 6642 members Mstep: Class 19 contains 2684 members Mstep: Class 20 contains 9660 members Mstep: Class 21 contains 11866 members Mstep: Class 22 contains 5351 members Mstep: Class 23 contains 11602 members Mstep: Class 24 contains 2071 members Mstep: Class 25 contains 4263 members Mstep: Class 26 contains 1483 members Mstep: Class 27 contains 2057 members Mstep: Class 28 contains 4691 members Mstep: Class 29 contains 3049 members Mstep: Class 30 contains 2476 members Mstep: Class 31 contains 4923 members Mstep: Class 32 contains 14886 members Mstep: Class 33 contains 5211 members Mstep: Class 34 contains 5811 members Mstep: Class 35 contains 2504 members Mstep: Class 36 contains 17500 members Mstep: Class 37 contains 18735 members Mstep: Class 38 contains 2527 members Mstep: Class 39 contains 27251 members Mstep: Class 40 contains 24870 members Mstep: Class 41 contains 393 members Mstep: Class 42 contains 992 members Mstep: Class 43 contains 5027 members Mstep: Class 44 contains 10845 members Mstep: Class 45 contains 1916 members Mstep: Class 46 contains 6927 members Mstep: Class 47 contains 1458 members Mstep: Class 48 contains 7335 members Mstep: Class 49 contains 5422 members Mstep: Class 50 contains 983 members Mstep: Class 51 contains 3517 members Mstep: Class 52 contains 798 members Mstep: Class 53 contains 4266 members Mstep: Class 54 contains 20658 members Mstep: Class 55 contains 6587 members Mstep: Class 56 contains 952 members Mstep: Class 57 contains 3213 members Mstep: Class 58 contains 1298 members Entering Unmasked Estep ConsiderDeletion Score: -18602072.000000 Penalty: 24876.392578 Iteration 102Q: 59 clusters Score -1.860207e+07 nChanged 3291 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 28414 members Mstep: Class 3 contains 961 members Mstep: Class 4 contains 38182 members Mstep: Class 5 contains 9789 members Mstep: Class 6 contains 8764 members Mstep: Class 7 contains 4740 members Mstep: Class 8 contains 430 members Mstep: Class 9 contains 10438 members Mstep: Class 10 contains 9681 members Mstep: Class 11 contains 6821 members Mstep: Class 12 contains 534 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4133 members Mstep: Class 15 contains 22620 members Mstep: Class 16 contains 14336 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6668 members Mstep: Class 19 contains 2683 members Mstep: Class 20 contains 9600 members Mstep: Class 21 contains 11835 members Mstep: Class 22 contains 5342 members Mstep: Class 23 contains 11620 members Mstep: Class 24 contains 2091 members Mstep: Class 25 contains 4341 members Mstep: Class 26 contains 1587 members Mstep: Class 27 contains 2089 members Mstep: Class 28 contains 4827 members Mstep: Class 29 contains 3078 members Mstep: Class 30 contains 2446 members Mstep: Class 31 contains 4902 members Mstep: Class 32 contains 14830 members Mstep: Class 33 contains 5225 members Mstep: Class 34 contains 5774 members Mstep: Class 35 contains 2504 members Mstep: Class 36 contains 16733 members Mstep: Class 37 contains 18718 members Mstep: Class 38 contains 2514 members Mstep: Class 39 contains 27195 members Mstep: Class 40 contains 25528 members Mstep: Class 41 contains 396 members Mstep: Class 42 contains 995 members Mstep: Class 43 contains 5033 members Mstep: Class 44 contains 10838 members Mstep: Class 45 contains 1923 members Mstep: Class 46 contains 6928 members Mstep: Class 47 contains 1505 members Mstep: Class 48 contains 7209 members Mstep: Class 49 contains 5421 members Mstep: Class 50 contains 1026 members Mstep: Class 51 contains 3517 members Mstep: Class 52 contains 800 members Mstep: Class 53 contains 4285 members Mstep: Class 54 contains 20632 members Mstep: Class 55 contains 6504 members Mstep: Class 56 contains 952 members Mstep: Class 57 contains 3320 members Mstep: Class 58 contains 1297 members Entering Unmasked Estep ConsiderDeletion Score: -18603492.000000 Penalty: 24876.392578 Iteration 103Q: 59 clusters Score -1.860349e+07 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 28487 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 38220 members Mstep: Class 5 contains 9761 members Mstep: Class 6 contains 8764 members Mstep: Class 7 contains 4720 members Mstep: Class 8 contains 424 members Mstep: Class 9 contains 10332 members Mstep: Class 10 contains 9596 members Mstep: Class 11 contains 6753 members Mstep: Class 12 contains 574 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4204 members Mstep: Class 15 contains 22653 members Mstep: Class 16 contains 14355 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6701 members Mstep: Class 19 contains 2693 members Mstep: Class 20 contains 9542 members Mstep: Class 21 contains 11805 members Mstep: Class 22 contains 5343 members Mstep: Class 23 contains 11649 members Mstep: Class 24 contains 2101 members Mstep: Class 25 contains 4415 members Mstep: Class 26 contains 1682 members Mstep: Class 27 contains 2113 members Mstep: Class 28 contains 4910 members Mstep: Class 29 contains 3120 members Mstep: Class 30 contains 2435 members Mstep: Class 31 contains 4892 members Mstep: Class 32 contains 14765 members Mstep: Class 33 contains 5245 members Mstep: Class 34 contains 5720 members Mstep: Class 35 contains 2511 members Mstep: Class 36 contains 16374 members Mstep: Class 37 contains 18697 members Mstep: Class 38 contains 2504 members Mstep: Class 39 contains 27163 members Mstep: Class 40 contains 25846 members Mstep: Class 41 contains 395 members Mstep: Class 42 contains 998 members Mstep: Class 43 contains 5007 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1928 members Mstep: Class 46 contains 6931 members Mstep: Class 47 contains 1542 members Mstep: Class 48 contains 7077 members Mstep: Class 49 contains 5404 members Mstep: Class 50 contains 1055 members Mstep: Class 51 contains 3517 members Mstep: Class 52 contains 812 members Mstep: Class 53 contains 4293 members Mstep: Class 54 contains 20585 members Mstep: Class 55 contains 6422 members Mstep: Class 56 contains 952 members Mstep: Class 57 contains 3463 members Mstep: Class 58 contains 1293 members Entering Unmasked Estep ConsiderDeletion Score: -18604530.000000 Penalty: 24876.392578 Iteration 104Q: 59 clusters Score -1.860453e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 28521 members Mstep: Class 3 contains 1021 members Mstep: Class 4 contains 38212 members Mstep: Class 5 contains 9744 members Mstep: Class 6 contains 8764 members Mstep: Class 7 contains 4708 members Mstep: Class 8 contains 418 members Mstep: Class 9 contains 10255 members Mstep: Class 10 contains 9548 members Mstep: Class 11 contains 6688 members Mstep: Class 12 contains 622 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4253 members Mstep: Class 15 contains 22688 members Mstep: Class 16 contains 14350 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6733 members Mstep: Class 19 contains 2695 members Mstep: Class 20 contains 9478 members Mstep: Class 21 contains 11810 members Mstep: Class 22 contains 5336 members Mstep: Class 23 contains 11677 members Mstep: Class 24 contains 2114 members Mstep: Class 25 contains 4476 members Mstep: Class 26 contains 1722 members Mstep: Class 27 contains 2142 members Mstep: Class 28 contains 4954 members Mstep: Class 29 contains 3169 members Mstep: Class 30 contains 2414 members Mstep: Class 31 contains 4884 members Mstep: Class 32 contains 14706 members Mstep: Class 33 contains 5263 members Mstep: Class 34 contains 5665 members Mstep: Class 35 contains 2519 members Mstep: Class 36 contains 16247 members Mstep: Class 37 contains 18680 members Mstep: Class 38 contains 2490 members Mstep: Class 39 contains 27135 members Mstep: Class 40 contains 25969 members Mstep: Class 41 contains 384 members Mstep: Class 42 contains 1007 members Mstep: Class 43 contains 4993 members Mstep: Class 44 contains 10817 members Mstep: Class 45 contains 1928 members Mstep: Class 46 contains 6935 members Mstep: Class 47 contains 1584 members Mstep: Class 48 contains 6968 members Mstep: Class 49 contains 5377 members Mstep: Class 50 contains 1093 members Mstep: Class 51 contains 3515 members Mstep: Class 52 contains 820 members Mstep: Class 53 contains 4298 members Mstep: Class 54 contains 20531 members Mstep: Class 55 contains 6341 members Mstep: Class 56 contains 951 members Mstep: Class 57 contains 3637 members Mstep: Class 58 contains 1288 members Entering Unmasked Estep ConsiderDeletion Score: -18605388.000000 Penalty: 24876.392578 Iteration 105Q: 59 clusters Score -1.860539e+07 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 28485 members Mstep: Class 3 contains 1041 members Mstep: Class 4 contains 38202 members Mstep: Class 5 contains 9730 members Mstep: Class 6 contains 8760 members Mstep: Class 7 contains 4705 members Mstep: Class 8 contains 414 members Mstep: Class 9 contains 10168 members Mstep: Class 10 contains 9554 members Mstep: Class 11 contains 6609 members Mstep: Class 12 contains 669 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4289 members Mstep: Class 15 contains 22731 members Mstep: Class 16 contains 14350 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6786 members Mstep: Class 19 contains 2697 members Mstep: Class 20 contains 9383 members Mstep: Class 21 contains 11801 members Mstep: Class 22 contains 5329 members Mstep: Class 23 contains 11685 members Mstep: Class 24 contains 2126 members Mstep: Class 25 contains 4543 members Mstep: Class 26 contains 1771 members Mstep: Class 27 contains 2171 members Mstep: Class 28 contains 4991 members Mstep: Class 29 contains 3209 members Mstep: Class 30 contains 2401 members Mstep: Class 31 contains 4872 members Mstep: Class 32 contains 14654 members Mstep: Class 33 contains 5278 members Mstep: Class 34 contains 5636 members Mstep: Class 35 contains 2532 members Mstep: Class 36 contains 16211 members Mstep: Class 37 contains 18670 members Mstep: Class 38 contains 2472 members Mstep: Class 39 contains 27090 members Mstep: Class 40 contains 25987 members Mstep: Class 41 contains 379 members Mstep: Class 42 contains 1014 members Mstep: Class 43 contains 4992 members Mstep: Class 44 contains 10811 members Mstep: Class 45 contains 1929 members Mstep: Class 46 contains 6945 members Mstep: Class 47 contains 1617 members Mstep: Class 48 contains 6878 members Mstep: Class 49 contains 5347 members Mstep: Class 50 contains 1123 members Mstep: Class 51 contains 3517 members Mstep: Class 52 contains 824 members Mstep: Class 53 contains 4309 members Mstep: Class 54 contains 20467 members Mstep: Class 55 contains 6265 members Mstep: Class 56 contains 951 members Mstep: Class 57 contains 3862 members Mstep: Class 58 contains 1277 members Entering Unmasked Estep ConsiderDeletion Score: -18606118.000000 Penalty: 24876.392578 Iteration 106Q: 59 clusters Score -1.860612e+07 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 28432 members Mstep: Class 3 contains 1078 members Mstep: Class 4 contains 38142 members Mstep: Class 5 contains 9725 members Mstep: Class 6 contains 8759 members Mstep: Class 7 contains 4707 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 10102 members Mstep: Class 10 contains 9551 members Mstep: Class 11 contains 6540 members Mstep: Class 12 contains 715 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4338 members Mstep: Class 15 contains 22764 members Mstep: Class 16 contains 14350 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6835 members Mstep: Class 19 contains 2696 members Mstep: Class 20 contains 9305 members Mstep: Class 21 contains 11810 members Mstep: Class 22 contains 5323 members Mstep: Class 23 contains 11713 members Mstep: Class 24 contains 2132 members Mstep: Class 25 contains 4603 members Mstep: Class 26 contains 1832 members Mstep: Class 27 contains 2198 members Mstep: Class 28 contains 5007 members Mstep: Class 29 contains 3241 members Mstep: Class 30 contains 2396 members Mstep: Class 31 contains 4852 members Mstep: Class 32 contains 14603 members Mstep: Class 33 contains 5293 members Mstep: Class 34 contains 5621 members Mstep: Class 35 contains 2548 members Mstep: Class 36 contains 16191 members Mstep: Class 37 contains 18662 members Mstep: Class 38 contains 2468 members Mstep: Class 39 contains 27047 members Mstep: Class 40 contains 25961 members Mstep: Class 41 contains 376 members Mstep: Class 42 contains 1022 members Mstep: Class 43 contains 4955 members Mstep: Class 44 contains 10812 members Mstep: Class 45 contains 1930 members Mstep: Class 46 contains 6956 members Mstep: Class 47 contains 1656 members Mstep: Class 48 contains 6805 members Mstep: Class 49 contains 5312 members Mstep: Class 50 contains 1142 members Mstep: Class 51 contains 3517 members Mstep: Class 52 contains 817 members Mstep: Class 53 contains 4320 members Mstep: Class 54 contains 20435 members Mstep: Class 55 contains 6194 members Mstep: Class 56 contains 951 members Mstep: Class 57 contains 4087 members Mstep: Class 58 contains 1261 members Entering Unmasked Estep ConsiderDeletion Score: -18606746.000000 Penalty: 24876.392578 Iteration 107Q: 59 clusters Score -1.860675e+07 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 28347 members Mstep: Class 3 contains 1132 members Mstep: Class 4 contains 38078 members Mstep: Class 5 contains 9719 members Mstep: Class 6 contains 8755 members Mstep: Class 7 contains 4712 members Mstep: Class 8 contains 400 members Mstep: Class 9 contains 10046 members Mstep: Class 10 contains 9499 members Mstep: Class 11 contains 6473 members Mstep: Class 12 contains 788 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4375 members Mstep: Class 15 contains 22806 members Mstep: Class 16 contains 14365 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6870 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 9227 members Mstep: Class 21 contains 11804 members Mstep: Class 22 contains 5311 members Mstep: Class 23 contains 11742 members Mstep: Class 24 contains 2139 members Mstep: Class 25 contains 4668 members Mstep: Class 26 contains 1910 members Mstep: Class 27 contains 2237 members Mstep: Class 28 contains 5003 members Mstep: Class 29 contains 3260 members Mstep: Class 30 contains 2400 members Mstep: Class 31 contains 4826 members Mstep: Class 32 contains 14559 members Mstep: Class 33 contains 5306 members Mstep: Class 34 contains 5615 members Mstep: Class 35 contains 2563 members Mstep: Class 36 contains 16182 members Mstep: Class 37 contains 18657 members Mstep: Class 38 contains 2467 members Mstep: Class 39 contains 27009 members Mstep: Class 40 contains 25912 members Mstep: Class 41 contains 362 members Mstep: Class 42 contains 1025 members Mstep: Class 43 contains 4940 members Mstep: Class 44 contains 10812 members Mstep: Class 45 contains 1933 members Mstep: Class 46 contains 6972 members Mstep: Class 47 contains 1690 members Mstep: Class 48 contains 6742 members Mstep: Class 49 contains 5280 members Mstep: Class 50 contains 1145 members Mstep: Class 51 contains 3516 members Mstep: Class 52 contains 801 members Mstep: Class 53 contains 4323 members Mstep: Class 54 contains 20439 members Mstep: Class 55 contains 6128 members Mstep: Class 56 contains 950 members Mstep: Class 57 contains 4308 members Mstep: Class 58 contains 1239 members Entering Unmasked Estep ConsiderDeletion Score: -18607510.000000 Penalty: 24876.392578 Iteration 108Q: 59 clusters Score -1.860751e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 28214 members Mstep: Class 3 contains 1167 members Mstep: Class 4 contains 37996 members Mstep: Class 5 contains 9719 members Mstep: Class 6 contains 8755 members Mstep: Class 7 contains 4719 members Mstep: Class 8 contains 386 members Mstep: Class 9 contains 9991 members Mstep: Class 10 contains 9402 members Mstep: Class 11 contains 6383 members Mstep: Class 12 contains 851 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4413 members Mstep: Class 15 contains 22860 members Mstep: Class 16 contains 14384 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6929 members Mstep: Class 19 contains 2707 members Mstep: Class 20 contains 9140 members Mstep: Class 21 contains 11816 members Mstep: Class 22 contains 5301 members Mstep: Class 23 contains 11772 members Mstep: Class 24 contains 2140 members Mstep: Class 25 contains 4704 members Mstep: Class 26 contains 2043 members Mstep: Class 27 contains 2279 members Mstep: Class 28 contains 5005 members Mstep: Class 29 contains 3276 members Mstep: Class 30 contains 2415 members Mstep: Class 31 contains 4804 members Mstep: Class 32 contains 14527 members Mstep: Class 33 contains 5321 members Mstep: Class 34 contains 5628 members Mstep: Class 35 contains 2572 members Mstep: Class 36 contains 16176 members Mstep: Class 37 contains 18646 members Mstep: Class 38 contains 2469 members Mstep: Class 39 contains 26972 members Mstep: Class 40 contains 25864 members Mstep: Class 41 contains 348 members Mstep: Class 42 contains 1032 members Mstep: Class 43 contains 4948 members Mstep: Class 44 contains 10816 members Mstep: Class 45 contains 1937 members Mstep: Class 46 contains 6976 members Mstep: Class 47 contains 1717 members Mstep: Class 48 contains 6704 members Mstep: Class 49 contains 5230 members Mstep: Class 50 contains 1139 members Mstep: Class 51 contains 3515 members Mstep: Class 52 contains 802 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 20446 members Mstep: Class 55 contains 6061 members Mstep: Class 56 contains 949 members Mstep: Class 57 contains 4533 members Mstep: Class 58 contains 1214 members Entering Unmasked Estep ConsiderDeletion Score: -18608026.000000 Penalty: 24876.392578 Iteration 109Q: 59 clusters Score -1.860803e+07 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 28054 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 37917 members Mstep: Class 5 contains 9718 members Mstep: Class 6 contains 8753 members Mstep: Class 7 contains 4724 members Mstep: Class 8 contains 380 members Mstep: Class 9 contains 9941 members Mstep: Class 10 contains 9286 members Mstep: Class 11 contains 6262 members Mstep: Class 12 contains 907 members Mstep: Class 13 contains 85 members Mstep: Class 14 contains 4442 members Mstep: Class 15 contains 22903 members Mstep: Class 16 contains 14394 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 6980 members Mstep: Class 19 contains 2716 members Mstep: Class 20 contains 9061 members Mstep: Class 21 contains 11834 members Mstep: Class 22 contains 5288 members Mstep: Class 23 contains 11790 members Mstep: Class 24 contains 2144 members Mstep: Class 25 contains 4732 members Mstep: Class 26 contains 2187 members Mstep: Class 27 contains 2317 members Mstep: Class 28 contains 4998 members Mstep: Class 29 contains 3296 members Mstep: Class 30 contains 2416 members Mstep: Class 31 contains 4794 members Mstep: Class 32 contains 14478 members Mstep: Class 33 contains 5333 members Mstep: Class 34 contains 5662 members Mstep: Class 35 contains 2577 members Mstep: Class 36 contains 16161 members Mstep: Class 37 contains 18634 members Mstep: Class 38 contains 2468 members Mstep: Class 39 contains 26948 members Mstep: Class 40 contains 25830 members Mstep: Class 41 contains 336 members Mstep: Class 42 contains 1041 members Mstep: Class 43 contains 4975 members Mstep: Class 44 contains 10817 members Mstep: Class 45 contains 1939 members Mstep: Class 46 contains 6988 members Mstep: Class 47 contains 1741 members Mstep: Class 48 contains 6673 members Mstep: Class 49 contains 5180 members Mstep: Class 50 contains 1141 members Mstep: Class 51 contains 3513 members Mstep: Class 52 contains 804 members Mstep: Class 53 contains 4318 members Mstep: Class 54 contains 20470 members Mstep: Class 55 contains 6007 members Mstep: Class 56 contains 948 members Mstep: Class 57 contains 4758 members Mstep: Class 58 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -18608634.000000 Penalty: 24876.392578 Iteration 110Q: 59 clusters Score -1.860863e+07 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 27851 members Mstep: Class 3 contains 1273 members Mstep: Class 4 contains 37813 members Mstep: Class 5 contains 9723 members Mstep: Class 6 contains 8754 members Mstep: Class 7 contains 4735 members Mstep: Class 8 contains 375 members Mstep: Class 9 contains 9902 members Mstep: Class 10 contains 9170 members Mstep: Class 11 contains 6136 members Mstep: Class 12 contains 945 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 4468 members Mstep: Class 15 contains 22958 members Mstep: Class 16 contains 14401 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7028 members Mstep: Class 19 contains 2727 members Mstep: Class 20 contains 9000 members Mstep: Class 21 contains 11856 members Mstep: Class 22 contains 5278 members Mstep: Class 23 contains 11816 members Mstep: Class 24 contains 2141 members Mstep: Class 25 contains 4751 members Mstep: Class 26 contains 2358 members Mstep: Class 27 contains 2358 members Mstep: Class 28 contains 4992 members Mstep: Class 29 contains 3307 members Mstep: Class 30 contains 2423 members Mstep: Class 31 contains 4779 members Mstep: Class 32 contains 14444 members Mstep: Class 33 contains 5338 members Mstep: Class 34 contains 5706 members Mstep: Class 35 contains 2585 members Mstep: Class 36 contains 16131 members Mstep: Class 37 contains 18630 members Mstep: Class 38 contains 2463 members Mstep: Class 39 contains 26919 members Mstep: Class 40 contains 25807 members Mstep: Class 41 contains 335 members Mstep: Class 42 contains 1051 members Mstep: Class 43 contains 5015 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1941 members Mstep: Class 46 contains 6994 members Mstep: Class 47 contains 1765 members Mstep: Class 48 contains 6648 members Mstep: Class 49 contains 5118 members Mstep: Class 50 contains 1142 members Mstep: Class 51 contains 3513 members Mstep: Class 52 contains 809 members Mstep: Class 53 contains 4315 members Mstep: Class 54 contains 20485 members Mstep: Class 55 contains 5960 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 4949 members Mstep: Class 58 contains 1170 members Entering Unmasked Estep ConsiderDeletion Score: -18609234.000000 Penalty: 24876.392578 Iteration 111Q: 59 clusters Score -1.860923e+07 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 27634 members Mstep: Class 3 contains 1343 members Mstep: Class 4 contains 37717 members Mstep: Class 5 contains 9729 members Mstep: Class 6 contains 8756 members Mstep: Class 7 contains 4747 members Mstep: Class 8 contains 370 members Mstep: Class 9 contains 9861 members Mstep: Class 10 contains 9071 members Mstep: Class 11 contains 6011 members Mstep: Class 12 contains 972 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 4491 members Mstep: Class 15 contains 23019 members Mstep: Class 16 contains 14402 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7062 members Mstep: Class 19 contains 2735 members Mstep: Class 20 contains 8941 members Mstep: Class 21 contains 11883 members Mstep: Class 22 contains 5259 members Mstep: Class 23 contains 11844 members Mstep: Class 24 contains 2141 members Mstep: Class 25 contains 4768 members Mstep: Class 26 contains 2521 members Mstep: Class 27 contains 2399 members Mstep: Class 28 contains 4985 members Mstep: Class 29 contains 3312 members Mstep: Class 30 contains 2419 members Mstep: Class 31 contains 4755 members Mstep: Class 32 contains 14420 members Mstep: Class 33 contains 5361 members Mstep: Class 34 contains 5748 members Mstep: Class 35 contains 2592 members Mstep: Class 36 contains 16089 members Mstep: Class 37 contains 18618 members Mstep: Class 38 contains 2458 members Mstep: Class 39 contains 26877 members Mstep: Class 40 contains 25787 members Mstep: Class 41 contains 339 members Mstep: Class 42 contains 1059 members Mstep: Class 43 contains 5082 members Mstep: Class 44 contains 10825 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 7000 members Mstep: Class 47 contains 1777 members Mstep: Class 48 contains 6639 members Mstep: Class 49 contains 5063 members Mstep: Class 50 contains 1137 members Mstep: Class 51 contains 3513 members Mstep: Class 52 contains 825 members Mstep: Class 53 contains 4316 members Mstep: Class 54 contains 20499 members Mstep: Class 55 contains 5909 members Mstep: Class 56 contains 946 members Mstep: Class 57 contains 5126 members Mstep: Class 58 contains 1136 members Entering Unmasked Estep ConsiderDeletion Score: -18609838.000000 Penalty: 24876.392578 Iteration 112Q: 59 clusters Score -1.860984e+07 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 27403 members Mstep: Class 3 contains 1406 members Mstep: Class 4 contains 37615 members Mstep: Class 5 contains 9736 members Mstep: Class 6 contains 8757 members Mstep: Class 7 contains 4759 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 9826 members Mstep: Class 10 contains 9003 members Mstep: Class 11 contains 5903 members Mstep: Class 12 contains 993 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 4516 members Mstep: Class 15 contains 23064 members Mstep: Class 16 contains 14409 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7084 members Mstep: Class 19 contains 2734 members Mstep: Class 20 contains 8882 members Mstep: Class 21 contains 11898 members Mstep: Class 22 contains 5244 members Mstep: Class 23 contains 11870 members Mstep: Class 24 contains 2143 members Mstep: Class 25 contains 4779 members Mstep: Class 26 contains 2700 members Mstep: Class 27 contains 2456 members Mstep: Class 28 contains 4974 members Mstep: Class 29 contains 3321 members Mstep: Class 30 contains 2413 members Mstep: Class 31 contains 4734 members Mstep: Class 32 contains 14392 members Mstep: Class 33 contains 5389 members Mstep: Class 34 contains 5774 members Mstep: Class 35 contains 2595 members Mstep: Class 36 contains 16036 members Mstep: Class 37 contains 18603 members Mstep: Class 38 contains 2443 members Mstep: Class 39 contains 26845 members Mstep: Class 40 contains 25776 members Mstep: Class 41 contains 344 members Mstep: Class 42 contains 1073 members Mstep: Class 43 contains 5172 members Mstep: Class 44 contains 10826 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 7006 members Mstep: Class 47 contains 1797 members Mstep: Class 48 contains 6632 members Mstep: Class 49 contains 5004 members Mstep: Class 50 contains 1137 members Mstep: Class 51 contains 3514 members Mstep: Class 52 contains 836 members Mstep: Class 53 contains 4317 members Mstep: Class 54 contains 20506 members Mstep: Class 55 contains 5881 members Mstep: Class 56 contains 945 members Mstep: Class 57 contains 5308 members Mstep: Class 58 contains 1093 members Entering Unmasked Estep ConsiderDeletion Score: -18610346.000000 Penalty: 24876.392578 Iteration 113Q: 59 clusters Score -1.861035e+07 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 27151 members Mstep: Class 3 contains 1488 members Mstep: Class 4 contains 37528 members Mstep: Class 5 contains 9756 members Mstep: Class 6 contains 8760 members Mstep: Class 7 contains 4768 members Mstep: Class 8 contains 375 members Mstep: Class 9 contains 9785 members Mstep: Class 10 contains 8923 members Mstep: Class 11 contains 5810 members Mstep: Class 12 contains 1024 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 4546 members Mstep: Class 15 contains 23097 members Mstep: Class 16 contains 14404 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7103 members Mstep: Class 19 contains 2736 members Mstep: Class 20 contains 8834 members Mstep: Class 21 contains 11911 members Mstep: Class 22 contains 5218 members Mstep: Class 23 contains 11882 members Mstep: Class 24 contains 2144 members Mstep: Class 25 contains 4787 members Mstep: Class 26 contains 2889 members Mstep: Class 27 contains 2506 members Mstep: Class 28 contains 4964 members Mstep: Class 29 contains 3332 members Mstep: Class 30 contains 2419 members Mstep: Class 31 contains 4713 members Mstep: Class 32 contains 14374 members Mstep: Class 33 contains 5415 members Mstep: Class 34 contains 5795 members Mstep: Class 35 contains 2599 members Mstep: Class 36 contains 15966 members Mstep: Class 37 contains 18586 members Mstep: Class 38 contains 2431 members Mstep: Class 39 contains 26797 members Mstep: Class 40 contains 25767 members Mstep: Class 41 contains 343 members Mstep: Class 42 contains 1084 members Mstep: Class 43 contains 5260 members Mstep: Class 44 contains 10832 members Mstep: Class 45 contains 1949 members Mstep: Class 46 contains 7012 members Mstep: Class 47 contains 1812 members Mstep: Class 48 contains 6629 members Mstep: Class 49 contains 4951 members Mstep: Class 50 contains 1134 members Mstep: Class 51 contains 3516 members Mstep: Class 52 contains 844 members Mstep: Class 53 contains 4322 members Mstep: Class 54 contains 20522 members Mstep: Class 55 contains 5853 members Mstep: Class 56 contains 944 members Mstep: Class 57 contains 5488 members Mstep: Class 58 contains 1057 members Entering Unmasked Estep ConsiderDeletion Score: -18610944.000000 Penalty: 24876.392578 Iteration 114Q: 59 clusters Score -1.861094e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 26880 members Mstep: Class 3 contains 1596 members Mstep: Class 4 contains 37438 members Mstep: Class 5 contains 9770 members Mstep: Class 6 contains 8764 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 383 members Mstep: Class 9 contains 9740 members Mstep: Class 10 contains 8884 members Mstep: Class 11 contains 5722 members Mstep: Class 12 contains 1042 members Mstep: Class 13 contains 87 members Mstep: Class 14 contains 4573 members Mstep: Class 15 contains 23129 members Mstep: Class 16 contains 14405 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7109 members Mstep: Class 19 contains 2733 members Mstep: Class 20 contains 8795 members Mstep: Class 21 contains 11917 members Mstep: Class 22 contains 5188 members Mstep: Class 23 contains 11892 members Mstep: Class 24 contains 2144 members Mstep: Class 25 contains 4796 members Mstep: Class 26 contains 3102 members Mstep: Class 27 contains 2565 members Mstep: Class 28 contains 4952 members Mstep: Class 29 contains 3339 members Mstep: Class 30 contains 2418 members Mstep: Class 31 contains 4690 members Mstep: Class 32 contains 14373 members Mstep: Class 33 contains 5441 members Mstep: Class 34 contains 5816 members Mstep: Class 35 contains 2606 members Mstep: Class 36 contains 15886 members Mstep: Class 37 contains 18563 members Mstep: Class 38 contains 2429 members Mstep: Class 39 contains 26744 members Mstep: Class 40 contains 25763 members Mstep: Class 41 contains 349 members Mstep: Class 42 contains 1096 members Mstep: Class 43 contains 5347 members Mstep: Class 44 contains 10842 members Mstep: Class 45 contains 1953 members Mstep: Class 46 contains 7027 members Mstep: Class 47 contains 1821 members Mstep: Class 48 contains 6632 members Mstep: Class 49 contains 4908 members Mstep: Class 50 contains 1130 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 842 members Mstep: Class 53 contains 4317 members Mstep: Class 54 contains 20543 members Mstep: Class 55 contains 5826 members Mstep: Class 56 contains 944 members Mstep: Class 57 contains 5646 members Mstep: Class 58 contains 1012 members Entering Unmasked Estep ConsiderDeletion Score: -18611384.000000 Penalty: 24876.392578 Iteration 115Q: 59 clusters Score -1.861138e+07 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 26612 members Mstep: Class 3 contains 1702 members Mstep: Class 4 contains 37350 members Mstep: Class 5 contains 9776 members Mstep: Class 6 contains 8767 members Mstep: Class 7 contains 4768 members Mstep: Class 8 contains 389 members Mstep: Class 9 contains 9676 members Mstep: Class 10 contains 8858 members Mstep: Class 11 contains 5651 members Mstep: Class 12 contains 1055 members Mstep: Class 13 contains 89 members Mstep: Class 14 contains 4587 members Mstep: Class 15 contains 23161 members Mstep: Class 16 contains 14405 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7115 members Mstep: Class 19 contains 2735 members Mstep: Class 20 contains 8745 members Mstep: Class 21 contains 11927 members Mstep: Class 22 contains 5170 members Mstep: Class 23 contains 11903 members Mstep: Class 24 contains 2143 members Mstep: Class 25 contains 4809 members Mstep: Class 26 contains 3304 members Mstep: Class 27 contains 2609 members Mstep: Class 28 contains 4952 members Mstep: Class 29 contains 3346 members Mstep: Class 30 contains 2411 members Mstep: Class 31 contains 4668 members Mstep: Class 32 contains 14371 members Mstep: Class 33 contains 5470 members Mstep: Class 34 contains 5841 members Mstep: Class 35 contains 2604 members Mstep: Class 36 contains 15785 members Mstep: Class 37 contains 18546 members Mstep: Class 38 contains 2429 members Mstep: Class 39 contains 26689 members Mstep: Class 40 contains 25760 members Mstep: Class 41 contains 356 members Mstep: Class 42 contains 1113 members Mstep: Class 43 contains 5464 members Mstep: Class 44 contains 10858 members Mstep: Class 45 contains 1956 members Mstep: Class 46 contains 7033 members Mstep: Class 47 contains 1821 members Mstep: Class 48 contains 6641 members Mstep: Class 49 contains 4864 members Mstep: Class 50 contains 1122 members Mstep: Class 51 contains 3521 members Mstep: Class 52 contains 842 members Mstep: Class 53 contains 4318 members Mstep: Class 54 contains 20559 members Mstep: Class 55 contains 5804 members Mstep: Class 56 contains 945 members Mstep: Class 57 contains 5823 members Mstep: Class 58 contains 967 members Entering Unmasked Estep ConsiderDeletion Score: -18611792.000000 Penalty: 24876.392578 Iteration 116Q: 59 clusters Score -1.861179e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 26401 members Mstep: Class 3 contains 1821 members Mstep: Class 4 contains 37238 members Mstep: Class 5 contains 9776 members Mstep: Class 6 contains 8770 members Mstep: Class 7 contains 4767 members Mstep: Class 8 contains 397 members Mstep: Class 9 contains 9601 members Mstep: Class 10 contains 8845 members Mstep: Class 11 contains 5610 members Mstep: Class 12 contains 1059 members Mstep: Class 13 contains 93 members Mstep: Class 14 contains 4604 members Mstep: Class 15 contains 23196 members Mstep: Class 16 contains 14404 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7116 members Mstep: Class 19 contains 2740 members Mstep: Class 20 contains 8710 members Mstep: Class 21 contains 11935 members Mstep: Class 22 contains 5142 members Mstep: Class 23 contains 11913 members Mstep: Class 24 contains 2138 members Mstep: Class 25 contains 4819 members Mstep: Class 26 contains 3454 members Mstep: Class 27 contains 2637 members Mstep: Class 28 contains 4945 members Mstep: Class 29 contains 3349 members Mstep: Class 30 contains 2404 members Mstep: Class 31 contains 4645 members Mstep: Class 32 contains 14385 members Mstep: Class 33 contains 5496 members Mstep: Class 34 contains 5848 members Mstep: Class 35 contains 2605 members Mstep: Class 36 contains 15660 members Mstep: Class 37 contains 18530 members Mstep: Class 38 contains 2429 members Mstep: Class 39 contains 26647 members Mstep: Class 40 contains 25757 members Mstep: Class 41 contains 362 members Mstep: Class 42 contains 1115 members Mstep: Class 43 contains 5620 members Mstep: Class 44 contains 10875 members Mstep: Class 45 contains 1958 members Mstep: Class 46 contains 7039 members Mstep: Class 47 contains 1824 members Mstep: Class 48 contains 6647 members Mstep: Class 49 contains 4814 members Mstep: Class 50 contains 1112 members Mstep: Class 51 contains 3521 members Mstep: Class 52 contains 851 members Mstep: Class 53 contains 4323 members Mstep: Class 54 contains 20569 members Mstep: Class 55 contains 5777 members Mstep: Class 56 contains 946 members Mstep: Class 57 contains 6004 members Mstep: Class 58 contains 942 members Entering Unmasked Estep ConsiderDeletion Score: -18612090.000000 Penalty: 24876.392578 Iteration 117Q: 59 clusters Score -1.861209e+07 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 26245 members Mstep: Class 3 contains 1947 members Mstep: Class 4 contains 37151 members Mstep: Class 5 contains 9780 members Mstep: Class 6 contains 8779 members Mstep: Class 7 contains 4773 members Mstep: Class 8 contains 397 members Mstep: Class 9 contains 9543 members Mstep: Class 10 contains 8822 members Mstep: Class 11 contains 5588 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4636 members Mstep: Class 15 contains 23231 members Mstep: Class 16 contains 14405 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7089 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8673 members Mstep: Class 21 contains 11942 members Mstep: Class 22 contains 5105 members Mstep: Class 23 contains 11917 members Mstep: Class 24 contains 2131 members Mstep: Class 25 contains 4825 members Mstep: Class 26 contains 3543 members Mstep: Class 27 contains 2667 members Mstep: Class 28 contains 4926 members Mstep: Class 29 contains 3356 members Mstep: Class 30 contains 2391 members Mstep: Class 31 contains 4619 members Mstep: Class 32 contains 14392 members Mstep: Class 33 contains 5517 members Mstep: Class 34 contains 5842 members Mstep: Class 35 contains 2614 members Mstep: Class 36 contains 15544 members Mstep: Class 37 contains 18517 members Mstep: Class 38 contains 2431 members Mstep: Class 39 contains 26605 members Mstep: Class 40 contains 25762 members Mstep: Class 41 contains 366 members Mstep: Class 42 contains 1119 members Mstep: Class 43 contains 5790 members Mstep: Class 44 contains 10886 members Mstep: Class 45 contains 1957 members Mstep: Class 46 contains 7044 members Mstep: Class 47 contains 1825 members Mstep: Class 48 contains 6657 members Mstep: Class 49 contains 4753 members Mstep: Class 50 contains 1105 members Mstep: Class 51 contains 3520 members Mstep: Class 52 contains 862 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 20587 members Mstep: Class 55 contains 5753 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6163 members Mstep: Class 58 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -18612332.000000 Penalty: 24876.392578 Iteration 118Q: 59 clusters Score -1.861233e+07 nChanged 1406 Entering ConstructFrom: Score: -18612332.000000 Penalty: 24876.392578 Entering ConstructFrom: Trying to split cluster 1 (6347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Entering Unmasked Estep Score: -298199.562500 Penalty: 288.939331 Iteration 0F: 2 clusters Score -298199.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -294055.000000 Penalty: 577.878662 Iteration 0F: 3 clusters Score -294055 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -295950.468750 Penalty: 577.878662 Iteration 1F: 3 clusters Score -295950.5 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -296271.500000 Penalty: 577.878662 Iteration 2F: 3 clusters Score -296271.5 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -296543.093750 Penalty: 577.878662 Iteration 3F: 3 clusters Score -296543.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -296778.343750 Penalty: 577.878662 Iteration 4F: 3 clusters Score -296778.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -296982.750000 Penalty: 577.878662 Iteration 5F: 3 clusters Score -296982.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -297130.593750 Penalty: 577.878662 Iteration 6Q: 3 clusters Score -297130.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -297245.656250 Penalty: 577.878662 Iteration 7Q: 3 clusters Score -297245.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -297321.250000 Penalty: 577.878662 Iteration 8Q: 3 clusters Score -297321.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -297378.468750 Penalty: 577.878662 Iteration 9Q: 3 clusters Score -297378.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -297423.906250 Penalty: 577.878662 Iteration 10Q: 3 clusters Score -297423.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -297465.781250 Penalty: 577.878662 Iteration 11Q: 3 clusters Score -297465.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -297504.500000 Penalty: 577.878662 Iteration 12Q: 3 clusters Score -297504.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -297543.656250 Penalty: 577.878662 Iteration 13Q: 3 clusters Score -297543.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -297576.843750 Penalty: 577.878662 Iteration 14Q: 3 clusters Score -297576.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -297607.781250 Penalty: 577.878662 Iteration 15Q: 3 clusters Score -297607.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -297653.125000 Penalty: 577.878662 Iteration 16Q: 3 clusters Score -297653.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -297709.312500 Penalty: 577.878662 Iteration 17Q: 3 clusters Score -297709.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -297771.968750 Penalty: 577.878662 Iteration 18Q: 3 clusters Score -297772 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -297832.718750 Penalty: 577.878662 Iteration 19Q: 3 clusters Score -297832.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -297883.500000 Penalty: 577.878662 Iteration 20F: 3 clusters Score -297883.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -297913.531250 Penalty: 577.878662 Iteration 21Q: 3 clusters Score -297913.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -297934.593750 Penalty: 577.878662 Iteration 22Q: 3 clusters Score -297934.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -297955.187500 Penalty: 577.878662 Iteration 23Q: 3 clusters Score -297955.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -297973.218750 Penalty: 577.878662 Iteration 24Q: 3 clusters Score -297973.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -297981.625000 Penalty: 577.878662 Iteration 25Q: 3 clusters Score -297981.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -297988.843750 Penalty: 577.878662 Iteration 26Q: 3 clusters Score -297988.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -297994.250000 Penalty: 577.878662 Iteration 27Q: 3 clusters Score -297994.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -297997.187500 Penalty: 577.878662 Iteration 28Q: 3 clusters Score -297997.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -298000.000000 Penalty: 577.878662 Iteration 29Q: 3 clusters Score -298000 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -298003.312500 Penalty: 577.878662 Iteration 30Q: 3 clusters Score -298003.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -298005.281250 Penalty: 577.878662 Iteration 31Q: 3 clusters Score -298005.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -298008.718750 Penalty: 577.878662 Iteration 32Q: 3 clusters Score -298008.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -298011.937500 Penalty: 577.878662 Iteration 33Q: 3 clusters Score -298011.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -298015.093750 Penalty: 577.878662 Iteration 34Q: 3 clusters Score -298015.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -298016.906250 Penalty: 577.878662 Iteration 35Q: 3 clusters Score -298016.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -298018.375000 Penalty: 577.878662 Iteration 36Q: 3 clusters Score -298018.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -298019.375000 Penalty: 577.878662 Iteration 37Q: 3 clusters Score -298019.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -298021.562500 Penalty: 577.878662 Iteration 38Q: 3 clusters Score -298021.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -298026.125000 Penalty: 577.878662 Iteration 39Q: 3 clusters Score -298026.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -298030.000000 Penalty: 577.878662 Iteration 40F: 3 clusters Score -298030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -298031.187500 Penalty: 577.878662 Iteration 41Q: 3 clusters Score -298031.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -298032.812500 Penalty: 577.878662 Iteration 42Q: 3 clusters Score -298032.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -298033.812500 Penalty: 577.878662 Iteration 43Q: 3 clusters Score -298033.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -298033.625000 Penalty: 577.878662 Iteration 44Q: 3 clusters Score -298033.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -298034.062500 Penalty: 577.878662 Iteration 45Q: 3 clusters Score -298034.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -298034.656250 Penalty: 577.878662 Iteration 46Q: 3 clusters Score -298034.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -298035.375000 Penalty: 577.878662 Iteration 47Q: 3 clusters Score -298035.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -298035.718750 Penalty: 577.878662 Iteration 48Q: 3 clusters Score -298035.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -298036.281250 Penalty: 577.878662 Iteration 49Q: 3 clusters Score -298036.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -298036.343750 Penalty: 577.878662 Iteration 50Q: 3 clusters Score -298036.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -298036.187500 Penalty: 577.878662 Iteration 51Q: 3 clusters Score -298036.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -298036.750000 Penalty: 577.878662 Iteration 52Q: 3 clusters Score -298036.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -298036.187500 Penalty: 577.878662 Iteration 53Q: 3 clusters Score -298036.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -298036.187500 Penalty: 577.878662 Iteration 54F: 3 clusters Score -298036.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (26109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26109 members Entering Unmasked Estep Score: -1261188.875000 Penalty: 335.611176 Iteration 0F: 2 clusters Score -1261189 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 13102 members Entering Unmasked Estep Score: -1243796.375000 Penalty: 671.222351 Iteration 0F: 3 clusters Score -1243796 nChanged 12625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -1253440.875000 Penalty: 671.222351 Iteration 1F: 3 clusters Score -1253441 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1254783.500000 Penalty: 671.222351 Iteration 2F: 3 clusters Score -1254784 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -1255618.750000 Penalty: 671.222351 Iteration 3F: 3 clusters Score -1255619 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -1256058.500000 Penalty: 671.222351 Iteration 4Q: 3 clusters Score -1256058 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1256320.125000 Penalty: 671.222351 Iteration 5Q: 3 clusters Score -1256320 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16300 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -1256487.375000 Penalty: 671.222351 Iteration 6Q: 3 clusters Score -1256487 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -1256608.625000 Penalty: 671.222351 Iteration 7Q: 3 clusters Score -1256609 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -1256724.375000 Penalty: 671.222351 Iteration 8Q: 3 clusters Score -1256724 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17611 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1256852.000000 Penalty: 671.222351 Iteration 9Q: 3 clusters Score -1256852 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -1256993.125000 Penalty: 671.222351 Iteration 10Q: 3 clusters Score -1256993 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -1257179.750000 Penalty: 671.222351 Iteration 11Q: 3 clusters Score -1257180 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19464 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -1257442.250000 Penalty: 671.222351 Iteration 12Q: 3 clusters Score -1257442 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20255 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1257803.250000 Penalty: 671.222351 Iteration 13Q: 3 clusters Score -1257803 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1258268.000000 Penalty: 671.222351 Iteration 14Q: 3 clusters Score -1258268 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21989 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1258770.500000 Penalty: 671.222351 Iteration 15Q: 3 clusters Score -1258770 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1259294.500000 Penalty: 671.222351 Iteration 16Q: 3 clusters Score -1259294 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1259766.125000 Penalty: 671.222351 Iteration 17Q: 3 clusters Score -1259766 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1260185.375000 Penalty: 671.222351 Iteration 18Q: 3 clusters Score -1260185 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24616 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1260489.875000 Penalty: 671.222351 Iteration 19Q: 3 clusters Score -1260490 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24946 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1260691.375000 Penalty: 671.222351 Iteration 20F: 3 clusters Score -1260691 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25185 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1260812.000000 Penalty: 671.222351 Iteration 21Q: 3 clusters Score -1260812 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25349 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1260880.875000 Penalty: 671.222351 Iteration 22Q: 3 clusters Score -1260881 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25463 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1260925.625000 Penalty: 671.222351 Iteration 23Q: 3 clusters Score -1260926 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25545 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1260952.125000 Penalty: 671.222351 Iteration 24Q: 3 clusters Score -1260952 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25608 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1260979.875000 Penalty: 671.222351 Iteration 25Q: 3 clusters Score -1260980 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25650 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1260992.875000 Penalty: 671.222351 Iteration 26Q: 3 clusters Score -1260993 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1261002.750000 Penalty: 671.222351 Iteration 27Q: 3 clusters Score -1261003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25702 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1261012.500000 Penalty: 671.222351 Iteration 28Q: 3 clusters Score -1261012 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25724 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1261013.625000 Penalty: 671.222351 Iteration 29Q: 3 clusters Score -1261014 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1261020.250000 Penalty: 671.222351 Iteration 30Q: 3 clusters Score -1261020 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25759 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1261020.375000 Penalty: 671.222351 Iteration 31Q: 3 clusters Score -1261020 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25774 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1261022.250000 Penalty: 671.222351 Iteration 32Q: 3 clusters Score -1261022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25781 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1261024.625000 Penalty: 671.222351 Iteration 33Q: 3 clusters Score -1261025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25785 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1261024.750000 Penalty: 671.222351 Iteration 34Q: 3 clusters Score -1261025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25787 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1261026.125000 Penalty: 671.222351 Iteration 35Q: 3 clusters Score -1261026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25790 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1261025.750000 Penalty: 671.222351 Iteration 36Q: 3 clusters Score -1261026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25793 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1261027.500000 Penalty: 671.222351 Iteration 37Q: 3 clusters Score -1261028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25796 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1261028.625000 Penalty: 671.222351 Iteration 38Q: 3 clusters Score -1261029 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25801 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1261030.500000 Penalty: 671.222351 Iteration 39Q: 3 clusters Score -1261030 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25805 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1261031.125000 Penalty: 671.222351 Iteration 40F: 3 clusters Score -1261031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1261035.500000 Penalty: 671.222351 Iteration 41Q: 3 clusters Score -1261036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25811 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1261036.250000 Penalty: 671.222351 Iteration 42Q: 3 clusters Score -1261036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25818 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1261045.125000 Penalty: 671.222351 Iteration 43Q: 3 clusters Score -1261045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25825 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1261052.375000 Penalty: 671.222351 Iteration 44Q: 3 clusters Score -1261052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25829 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1261058.875000 Penalty: 671.222351 Iteration 45Q: 3 clusters Score -1261059 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25830 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1261073.375000 Penalty: 671.222351 Iteration 46Q: 3 clusters Score -1261073 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25838 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -1261092.000000 Penalty: 671.222351 Iteration 47Q: 3 clusters Score -1261092 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25842 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1261109.875000 Penalty: 671.222351 Iteration 48Q: 3 clusters Score -1261110 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25837 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1261124.750000 Penalty: 671.222351 Iteration 49Q: 3 clusters Score -1261125 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25822 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1261139.875000 Penalty: 671.222351 Iteration 50Q: 3 clusters Score -1261140 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25805 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1261150.875000 Penalty: 671.222351 Iteration 51Q: 3 clusters Score -1261151 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25787 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1261160.250000 Penalty: 671.222351 Iteration 52Q: 3 clusters Score -1261160 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25785 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1261169.250000 Penalty: 671.222351 Iteration 53Q: 3 clusters Score -1261169 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25781 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1261185.250000 Penalty: 671.222351 Iteration 54Q: 3 clusters Score -1261185 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25784 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1261213.125000 Penalty: 671.222351 Iteration 55Q: 3 clusters Score -1261213 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25781 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1261262.875000 Penalty: 671.222351 Iteration 56Q: 3 clusters Score -1261263 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25759 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1261274.500000 Penalty: 671.222351 Iteration 57Q: 3 clusters Score -1261274 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25739 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1261276.875000 Penalty: 671.222351 Iteration 58Q: 3 clusters Score -1261277 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25729 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1261278.375000 Penalty: 671.222351 Iteration 59Q: 3 clusters Score -1261278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25720 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1261280.625000 Penalty: 671.222351 Iteration 60F: 3 clusters Score -1261281 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1261281.875000 Penalty: 671.222351 Iteration 61Q: 3 clusters Score -1261282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25714 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1261282.500000 Penalty: 671.222351 Iteration 62Q: 3 clusters Score -1261282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1261284.000000 Penalty: 671.222351 Iteration 63Q: 3 clusters Score -1261284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25714 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1261284.500000 Penalty: 671.222351 Iteration 64Q: 3 clusters Score -1261284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25712 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1261284.750000 Penalty: 671.222351 Iteration 65Q: 3 clusters Score -1261285 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25712 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1261284.750000 Penalty: 671.222351 Iteration 66F: 3 clusters Score -1261285 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 9786 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 9488 members Mstep: Class 10 contains 8810 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 1062 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Entering Unmasked Estep Score: -18612408.000000 Penalty: 25305.296875 Splitting cluster 2 changes total score from -18612332.000000 to -18612408.000000 So it's getting split into cluster 59. Entering ConstructFrom: Trying to split cluster 3 (2067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Entering Unmasked Estep Score: -81942.789062 Penalty: 251.917160 Iteration 0F: 2 clusters Score -81942.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -80558.343750 Penalty: 503.834320 Iteration 0F: 3 clusters Score -80558.34 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -81149.906250 Penalty: 503.834320 Iteration 1F: 3 clusters Score -81149.91 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -81245.101562 Penalty: 503.834320 Iteration 2F: 3 clusters Score -81245.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -81321.976562 Penalty: 503.834320 Iteration 3F: 3 clusters Score -81321.98 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -81389.093750 Penalty: 503.834320 Iteration 4Q: 3 clusters Score -81389.09 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -81451.765625 Penalty: 503.834320 Iteration 5Q: 3 clusters Score -81451.77 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -81532.578125 Penalty: 503.834320 Iteration 6Q: 3 clusters Score -81532.58 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -81626.484375 Penalty: 503.834320 Iteration 7Q: 3 clusters Score -81626.48 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -81671.273438 Penalty: 503.834320 Iteration 8Q: 3 clusters Score -81671.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -81704.804688 Penalty: 503.834320 Iteration 9Q: 3 clusters Score -81704.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -81728.054688 Penalty: 503.834320 Iteration 10Q: 3 clusters Score -81728.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -81736.539062 Penalty: 503.834320 Iteration 11Q: 3 clusters Score -81736.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -81740.265625 Penalty: 503.834320 Iteration 12Q: 3 clusters Score -81740.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -81741.578125 Penalty: 503.834320 Iteration 13Q: 3 clusters Score -81741.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -81742.515625 Penalty: 503.834320 Iteration 14Q: 3 clusters Score -81742.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -81743.875000 Penalty: 503.834320 Iteration 15Q: 3 clusters Score -81743.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -81743.875000 Penalty: 503.834320 Iteration 16F: 3 clusters Score -81743.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (37074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37074 members Entering Unmasked Estep Score: -1733091.000000 Penalty: 347.182129 Iteration 0F: 2 clusters Score -1733091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18586 members Mstep: Class 2 contains 18488 members Entering Unmasked Estep Score: -1708225.500000 Penalty: 694.364258 Iteration 0F: 3 clusters Score -1708226 nChanged 18008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19162 members Mstep: Class 2 contains 17912 members Entering Unmasked Estep Score: -1719407.500000 Penalty: 694.364258 Iteration 1F: 3 clusters Score -1719408 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19213 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -1720662.000000 Penalty: 694.364258 Iteration 2F: 3 clusters Score -1720662 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19111 members Mstep: Class 2 contains 17963 members Entering Unmasked Estep Score: -1722752.250000 Penalty: 694.364258 Iteration 3F: 3 clusters Score -1722752 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18836 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -1725557.500000 Penalty: 694.364258 Iteration 4F: 3 clusters Score -1725558 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 18528 members Entering Unmasked Estep Score: -1727958.875000 Penalty: 694.364258 Iteration 5F: 3 clusters Score -1727959 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18332 members Mstep: Class 2 contains 18742 members Entering Unmasked Estep Score: -1729235.000000 Penalty: 694.364258 Iteration 6F: 3 clusters Score -1729235 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -1729800.750000 Penalty: 694.364258 Iteration 7Q: 3 clusters Score -1729801 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17811 members Mstep: Class 2 contains 19263 members Entering Unmasked Estep Score: -1730160.625000 Penalty: 694.364258 Iteration 8Q: 3 clusters Score -1730161 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17522 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -1730464.375000 Penalty: 694.364258 Iteration 9Q: 3 clusters Score -1730464 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17219 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -1730753.375000 Penalty: 694.364258 Iteration 10Q: 3 clusters Score -1730753 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16879 members Mstep: Class 2 contains 20195 members Entering Unmasked Estep Score: -1731004.125000 Penalty: 694.364258 Iteration 11Q: 3 clusters Score -1731004 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 20512 members Entering Unmasked Estep Score: -1731206.000000 Penalty: 694.364258 Iteration 12Q: 3 clusters Score -1731206 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16214 members Mstep: Class 2 contains 20860 members Entering Unmasked Estep Score: -1731388.750000 Penalty: 694.364258 Iteration 13Q: 3 clusters Score -1731389 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -1731568.750000 Penalty: 694.364258 Iteration 14Q: 3 clusters Score -1731569 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15565 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -1731716.875000 Penalty: 694.364258 Iteration 15Q: 3 clusters Score -1731717 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15252 members Mstep: Class 2 contains 21822 members Entering Unmasked Estep Score: -1731857.625000 Penalty: 694.364258 Iteration 16Q: 3 clusters Score -1731858 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14938 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -1731988.375000 Penalty: 694.364258 Iteration 17Q: 3 clusters Score -1731988 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -1732117.500000 Penalty: 694.364258 Iteration 18Q: 3 clusters Score -1732118 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14343 members Mstep: Class 2 contains 22731 members Entering Unmasked Estep Score: -1732213.000000 Penalty: 694.364258 Iteration 19Q: 3 clusters Score -1732213 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 22996 members Entering Unmasked Estep Score: -1732308.500000 Penalty: 694.364258 Iteration 20F: 3 clusters Score -1732308 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 23264 members Entering Unmasked Estep Score: -1732374.375000 Penalty: 694.364258 Iteration 21Q: 3 clusters Score -1732374 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -1732426.375000 Penalty: 694.364258 Iteration 22Q: 3 clusters Score -1732426 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13315 members Mstep: Class 2 contains 23759 members Entering Unmasked Estep Score: -1732475.500000 Penalty: 694.364258 Iteration 23Q: 3 clusters Score -1732476 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -1732512.875000 Penalty: 694.364258 Iteration 24Q: 3 clusters Score -1732513 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12872 members Mstep: Class 2 contains 24202 members Entering Unmasked Estep Score: -1732551.250000 Penalty: 694.364258 Iteration 25Q: 3 clusters Score -1732551 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 24408 members Entering Unmasked Estep Score: -1732576.500000 Penalty: 694.364258 Iteration 26Q: 3 clusters Score -1732576 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 24605 members Entering Unmasked Estep Score: -1732598.125000 Penalty: 694.364258 Iteration 27Q: 3 clusters Score -1732598 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 24791 members Entering Unmasked Estep Score: -1732610.750000 Penalty: 694.364258 Iteration 28Q: 3 clusters Score -1732611 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 24986 members Entering Unmasked Estep Score: -1732629.625000 Penalty: 694.364258 Iteration 29Q: 3 clusters Score -1732630 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 25181 members Entering Unmasked Estep Score: -1732654.375000 Penalty: 694.364258 Iteration 30Q: 3 clusters Score -1732654 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -1732670.375000 Penalty: 694.364258 Iteration 31Q: 3 clusters Score -1732670 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 25547 members Entering Unmasked Estep Score: -1732688.875000 Penalty: 694.364258 Iteration 32Q: 3 clusters Score -1732689 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 25719 members Entering Unmasked Estep Score: -1732704.250000 Penalty: 694.364258 Iteration 33Q: 3 clusters Score -1732704 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -1732722.375000 Penalty: 694.364258 Iteration 34Q: 3 clusters Score -1732722 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 26063 members Entering Unmasked Estep Score: -1732737.625000 Penalty: 694.364258 Iteration 35Q: 3 clusters Score -1732738 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 26241 members Entering Unmasked Estep Score: -1732753.000000 Penalty: 694.364258 Iteration 36Q: 3 clusters Score -1732753 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 26424 members Entering Unmasked Estep Score: -1732777.125000 Penalty: 694.364258 Iteration 37Q: 3 clusters Score -1732777 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 26620 members Entering Unmasked Estep Score: -1732805.250000 Penalty: 694.364258 Iteration 38Q: 3 clusters Score -1732805 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 26807 members Entering Unmasked Estep Score: -1732829.375000 Penalty: 694.364258 Iteration 39Q: 3 clusters Score -1732829 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 26974 members Entering Unmasked Estep Score: -1732848.250000 Penalty: 694.364258 Iteration 40F: 3 clusters Score -1732848 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 27144 members Entering Unmasked Estep Score: -1732860.125000 Penalty: 694.364258 Iteration 41Q: 3 clusters Score -1732860 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 27304 members Entering Unmasked Estep Score: -1732885.500000 Penalty: 694.364258 Iteration 42Q: 3 clusters Score -1732886 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 27444 members Entering Unmasked Estep Score: -1732888.500000 Penalty: 694.364258 Iteration 43Q: 3 clusters Score -1732888 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 27570 members Entering Unmasked Estep Score: -1732899.125000 Penalty: 694.364258 Iteration 44Q: 3 clusters Score -1732899 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 27689 members Entering Unmasked Estep Score: -1732908.375000 Penalty: 694.364258 Iteration 45Q: 3 clusters Score -1732908 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 27807 members Entering Unmasked Estep Score: -1732922.250000 Penalty: 694.364258 Iteration 46Q: 3 clusters Score -1732922 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 27921 members Entering Unmasked Estep Score: -1732937.500000 Penalty: 694.364258 Iteration 47Q: 3 clusters Score -1732938 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 28034 members Entering Unmasked Estep Score: -1732941.875000 Penalty: 694.364258 Iteration 48Q: 3 clusters Score -1732942 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 28118 members Entering Unmasked Estep Score: -1732952.125000 Penalty: 694.364258 Iteration 49Q: 3 clusters Score -1732952 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 28190 members Entering Unmasked Estep Score: -1732958.125000 Penalty: 694.364258 Iteration 50Q: 3 clusters Score -1732958 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 28255 members Entering Unmasked Estep Score: -1732958.125000 Penalty: 694.364258 Iteration 51Q: 3 clusters Score -1732958 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 28315 members Entering Unmasked Estep Score: -1732956.875000 Penalty: 694.364258 Iteration 52Q: 3 clusters Score -1732957 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 28371 members Entering Unmasked Estep Score: -1732961.375000 Penalty: 694.364258 Iteration 53Q: 3 clusters Score -1732961 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 28424 members Entering Unmasked Estep Score: -1732963.375000 Penalty: 694.364258 Iteration 54Q: 3 clusters Score -1732963 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 28464 members Entering Unmasked Estep Score: -1732966.250000 Penalty: 694.364258 Iteration 55Q: 3 clusters Score -1732966 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 28510 members Entering Unmasked Estep Score: -1732969.250000 Penalty: 694.364258 Iteration 56Q: 3 clusters Score -1732969 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 28551 members Entering Unmasked Estep Score: -1732970.875000 Penalty: 694.364258 Iteration 57Q: 3 clusters Score -1732971 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 28591 members Entering Unmasked Estep Score: -1732973.625000 Penalty: 694.364258 Iteration 58Q: 3 clusters Score -1732974 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 28632 members Entering Unmasked Estep Score: -1732977.625000 Penalty: 694.364258 Iteration 59Q: 3 clusters Score -1732978 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 28678 members Entering Unmasked Estep Score: -1732985.000000 Penalty: 694.364258 Iteration 60F: 3 clusters Score -1732985 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 28724 members Entering Unmasked Estep Score: -1732985.125000 Penalty: 694.364258 Iteration 61Q: 3 clusters Score -1732985 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 28774 members Entering Unmasked Estep Score: -1732984.125000 Penalty: 694.364258 Iteration 62Q: 3 clusters Score -1732984 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 28820 members Entering Unmasked Estep Score: -1732979.875000 Penalty: 694.364258 Iteration 63Q: 3 clusters Score -1732980 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 28855 members Entering Unmasked Estep Score: -1732986.000000 Penalty: 694.364258 Iteration 64Q: 3 clusters Score -1732986 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 28893 members Entering Unmasked Estep Score: -1732987.125000 Penalty: 694.364258 Iteration 65Q: 3 clusters Score -1732987 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 28937 members Entering Unmasked Estep Score: -1732987.875000 Penalty: 694.364258 Iteration 66Q: 3 clusters Score -1732988 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 28981 members Entering Unmasked Estep Score: -1732989.625000 Penalty: 694.364258 Iteration 67Q: 3 clusters Score -1732990 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 29020 members Entering Unmasked Estep Score: -1732990.750000 Penalty: 694.364258 Iteration 68Q: 3 clusters Score -1732991 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 29062 members Entering Unmasked Estep Score: -1732994.375000 Penalty: 694.364258 Iteration 69Q: 3 clusters Score -1732994 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 29117 members Entering Unmasked Estep Score: -1732992.500000 Penalty: 694.364258 Iteration 70Q: 3 clusters Score -1732992 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 29175 members Entering Unmasked Estep Score: -1732996.875000 Penalty: 694.364258 Iteration 71Q: 3 clusters Score -1732997 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 29229 members Entering Unmasked Estep Score: -1733004.250000 Penalty: 694.364258 Iteration 72Q: 3 clusters Score -1733004 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 29278 members Entering Unmasked Estep Score: -1733005.875000 Penalty: 694.364258 Iteration 73Q: 3 clusters Score -1733006 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 29324 members Entering Unmasked Estep Score: -1733003.125000 Penalty: 694.364258 Iteration 74Q: 3 clusters Score -1733003 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -1733004.250000 Penalty: 694.364258 Iteration 75Q: 3 clusters Score -1733004 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 29408 members Entering Unmasked Estep Score: -1733007.000000 Penalty: 694.364258 Iteration 76Q: 3 clusters Score -1733007 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -1733005.875000 Penalty: 694.364258 Iteration 77Q: 3 clusters Score -1733006 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 29477 members Entering Unmasked Estep Score: -1732998.500000 Penalty: 694.364258 Iteration 78Q: 3 clusters Score -1732998 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 29502 members Entering Unmasked Estep Score: -1733001.625000 Penalty: 694.364258 Iteration 79Q: 3 clusters Score -1733002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 29526 members Entering Unmasked Estep Score: -1733001.875000 Penalty: 694.364258 Iteration 80F: 3 clusters Score -1733002 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 29547 members Entering Unmasked Estep Score: -1733008.000000 Penalty: 694.364258 Iteration 81Q: 3 clusters Score -1733008 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 29571 members Entering Unmasked Estep Score: -1733012.250000 Penalty: 694.364258 Iteration 82Q: 3 clusters Score -1733012 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 29592 members Entering Unmasked Estep Score: -1733009.875000 Penalty: 694.364258 Iteration 83Q: 3 clusters Score -1733010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -1733014.000000 Penalty: 694.364258 Iteration 84Q: 3 clusters Score -1733014 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 29614 members Entering Unmasked Estep Score: -1733010.375000 Penalty: 694.364258 Iteration 85Q: 3 clusters Score -1733010 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 29627 members Entering Unmasked Estep Score: -1733009.625000 Penalty: 694.364258 Iteration 86Q: 3 clusters Score -1733010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 29642 members Entering Unmasked Estep Score: -1733010.625000 Penalty: 694.364258 Iteration 87Q: 3 clusters Score -1733011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 29652 members Entering Unmasked Estep Score: -1733012.750000 Penalty: 694.364258 Iteration 88Q: 3 clusters Score -1733013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 29662 members Entering Unmasked Estep Score: -1733010.750000 Penalty: 694.364258 Iteration 89Q: 3 clusters Score -1733011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 29672 members Entering Unmasked Estep Score: -1733009.625000 Penalty: 694.364258 Iteration 90Q: 3 clusters Score -1733010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 29683 members Entering Unmasked Estep Score: -1733009.000000 Penalty: 694.364258 Iteration 91Q: 3 clusters Score -1733009 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 29701 members Entering Unmasked Estep Score: -1733012.500000 Penalty: 694.364258 Iteration 92Q: 3 clusters Score -1733012 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 29718 members Entering Unmasked Estep Score: -1733013.125000 Penalty: 694.364258 Iteration 93Q: 3 clusters Score -1733013 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 29730 members Entering Unmasked Estep Score: -1733010.125000 Penalty: 694.364258 Iteration 94Q: 3 clusters Score -1733010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 29745 members Entering Unmasked Estep Score: -1733010.500000 Penalty: 694.364258 Iteration 95Q: 3 clusters Score -1733010 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 29766 members Entering Unmasked Estep Score: -1733013.375000 Penalty: 694.364258 Iteration 96Q: 3 clusters Score -1733013 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 29794 members Entering Unmasked Estep Score: -1733010.875000 Penalty: 694.364258 Iteration 97Q: 3 clusters Score -1733011 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 29819 members Entering Unmasked Estep Score: -1733014.875000 Penalty: 694.364258 Iteration 98Q: 3 clusters Score -1733015 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -1733016.000000 Penalty: 694.364258 Iteration 99Q: 3 clusters Score -1733016 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 29870 members Entering Unmasked Estep Score: -1733012.625000 Penalty: 694.364258 Iteration 100F: 3 clusters Score -1733013 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 29892 members Entering Unmasked Estep Score: -1733014.625000 Penalty: 694.364258 Iteration 101Q: 3 clusters Score -1733015 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 29913 members Entering Unmasked Estep Score: -1733018.500000 Penalty: 694.364258 Iteration 102Q: 3 clusters Score -1733018 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 29940 members Entering Unmasked Estep Score: -1733018.375000 Penalty: 694.364258 Iteration 103Q: 3 clusters Score -1733018 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 29964 members Entering Unmasked Estep Score: -1733021.500000 Penalty: 694.364258 Iteration 104Q: 3 clusters Score -1733022 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 29987 members Entering Unmasked Estep Score: -1733018.375000 Penalty: 694.364258 Iteration 105Q: 3 clusters Score -1733018 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 30012 members Entering Unmasked Estep Score: -1733023.000000 Penalty: 694.364258 Iteration 106Q: 3 clusters Score -1733023 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 30038 members Entering Unmasked Estep Score: -1733021.250000 Penalty: 694.364258 Iteration 107Q: 3 clusters Score -1733021 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 30063 members Entering Unmasked Estep Score: -1733019.250000 Penalty: 694.364258 Iteration 108Q: 3 clusters Score -1733019 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 30083 members Entering Unmasked Estep Score: -1733016.625000 Penalty: 694.364258 Iteration 109Q: 3 clusters Score -1733017 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 30101 members Entering Unmasked Estep Score: -1733021.125000 Penalty: 694.364258 Iteration 110Q: 3 clusters Score -1733021 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 30120 members Entering Unmasked Estep Score: -1733017.250000 Penalty: 694.364258 Iteration 111Q: 3 clusters Score -1733017 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 30135 members Entering Unmasked Estep Score: -1733015.875000 Penalty: 694.364258 Iteration 112Q: 3 clusters Score -1733016 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 30153 members Entering Unmasked Estep Score: -1733016.250000 Penalty: 694.364258 Iteration 113Q: 3 clusters Score -1733016 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 30167 members Entering Unmasked Estep Score: -1733018.875000 Penalty: 694.364258 Iteration 114Q: 3 clusters Score -1733019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 30180 members Entering Unmasked Estep Score: -1733020.250000 Penalty: 694.364258 Iteration 115Q: 3 clusters Score -1733020 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 30195 members Entering Unmasked Estep Score: -1733019.000000 Penalty: 694.364258 Iteration 116Q: 3 clusters Score -1733019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 30204 members Entering Unmasked Estep Score: -1733018.250000 Penalty: 694.364258 Iteration 117Q: 3 clusters Score -1733018 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 30214 members Entering Unmasked Estep Score: -1733017.750000 Penalty: 694.364258 Iteration 118Q: 3 clusters Score -1733018 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 30226 members Entering Unmasked Estep Score: -1733017.750000 Penalty: 694.364258 Iteration 119Q: 3 clusters Score -1733018 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 30238 members Entering Unmasked Estep Score: -1733021.375000 Penalty: 694.364258 Iteration 120F: 3 clusters Score -1733021 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 30245 members Entering Unmasked Estep Score: -1733021.375000 Penalty: 694.364258 Iteration 121Q: 3 clusters Score -1733021 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 30255 members Entering Unmasked Estep Score: -1733024.125000 Penalty: 694.364258 Iteration 122Q: 3 clusters Score -1733024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 30273 members Entering Unmasked Estep Score: -1733029.875000 Penalty: 694.364258 Iteration 123Q: 3 clusters Score -1733030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 30294 members Entering Unmasked Estep Score: -1733031.125000 Penalty: 694.364258 Iteration 124Q: 3 clusters Score -1733031 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 30312 members Entering Unmasked Estep Score: -1733030.625000 Penalty: 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members Entering Unmasked Estep Score: -1733026.625000 Penalty: 694.364258 Iteration 137Q: 3 clusters Score -1733027 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 30501 members Entering Unmasked Estep Score: -1733029.375000 Penalty: 694.364258 Iteration 138Q: 3 clusters Score -1733029 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 30523 members Entering Unmasked Estep Score: -1733030.750000 Penalty: 694.364258 Iteration 139Q: 3 clusters Score -1733031 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 30551 members Entering Unmasked Estep Score: -1733031.875000 Penalty: 694.364258 Iteration 140F: 3 clusters Score -1733032 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 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Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 30838 members Entering Unmasked Estep Score: -1733042.125000 Penalty: 694.364258 Iteration 153Q: 3 clusters Score -1733042 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 30852 members Entering Unmasked Estep Score: -1733045.625000 Penalty: 694.364258 Iteration 154Q: 3 clusters Score -1733046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 30861 members Entering Unmasked Estep Score: -1733044.250000 Penalty: 694.364258 Iteration 155Q: 3 clusters Score -1733044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 30874 members Entering Unmasked Estep Score: -1733044.375000 Penalty: 694.364258 Iteration 156Q: 3 clusters Score -1733044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 30882 members Entering Unmasked Estep Score: -1733044.375000 Penalty: 694.364258 Iteration 157Q: 3 clusters Score -1733044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 30891 members Entering Unmasked Estep Score: -1733043.750000 Penalty: 694.364258 Iteration 158Q: 3 clusters Score -1733044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 30899 members Entering Unmasked Estep Score: -1733044.375000 Penalty: 694.364258 Iteration 159Q: 3 clusters Score -1733044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 30905 members Entering Unmasked Estep Score: -1733043.125000 Penalty: 694.364258 Iteration 160F: 3 clusters Score -1733043 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 30913 members Entering Unmasked Estep Score: -1733044.000000 Penalty: 694.364258 Iteration 161Q: 3 clusters Score -1733044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 30919 members Entering Unmasked Estep Score: -1733041.875000 Penalty: 694.364258 Iteration 162Q: 3 clusters Score -1733042 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 30925 members Entering Unmasked Estep Score: -1733039.750000 Penalty: 694.364258 Iteration 163Q: 3 clusters Score -1733040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 30933 members Entering Unmasked Estep Score: -1733041.250000 Penalty: 694.364258 Iteration 164Q: 3 clusters Score -1733041 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 30942 members Entering Unmasked Estep Score: -1733039.125000 Penalty: 694.364258 Iteration 165Q: 3 clusters Score -1733039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 30949 members Entering Unmasked Estep Score: -1733041.000000 Penalty: 694.364258 Iteration 166Q: 3 clusters Score -1733041 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 30955 members Entering Unmasked Estep Score: -1733041.750000 Penalty: 694.364258 Iteration 167Q: 3 clusters Score -1733042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 30962 members Entering Unmasked Estep Score: -1733042.875000 Penalty: 694.364258 Iteration 168Q: 3 clusters Score -1733043 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 30967 members Entering Unmasked Estep Score: -1733040.375000 Penalty: 694.364258 Iteration 169Q: 3 clusters Score -1733040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 30969 members Entering Unmasked Estep Score: -1733040.000000 Penalty: 694.364258 Iteration 170Q: 3 clusters Score -1733040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 30970 members Entering Unmasked Estep Score: -1733041.875000 Penalty: 694.364258 Iteration 171Q: 3 clusters Score -1733042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 30971 members Entering Unmasked Estep Score: -1733039.875000 Penalty: 694.364258 Iteration 172Q: 3 clusters Score -1733040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 30974 members Entering Unmasked Estep Score: -1733039.625000 Penalty: 694.364258 Iteration 173Q: 3 clusters Score -1733040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 30977 members Entering Unmasked Estep Score: -1733040.750000 Penalty: 694.364258 Iteration 174Q: 3 clusters Score -1733041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 30979 members Entering Unmasked Estep Score: -1733040.625000 Penalty: 694.364258 Iteration 175Q: 3 clusters Score -1733041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 30980 members Entering Unmasked Estep Score: -1733041.250000 Penalty: 694.364258 Iteration 176Q: 3 clusters Score -1733041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 30980 members Entering Unmasked Estep Score: -1733041.250000 Penalty: 694.364258 Iteration 177F: 3 clusters Score -1733041 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Entering Unmasked Estep Score: -483399.062500 Penalty: 303.227386 Iteration 0F: 2 clusters Score -483399.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -476864.218750 Penalty: 606.454773 Iteration 0F: 3 clusters Score -476864.2 nChanged 4611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -479694.937500 Penalty: 606.454773 Iteration 1F: 3 clusters Score -479694.9 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -480110.906250 Penalty: 606.454773 Iteration 2F: 3 clusters Score -480110.9 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -480547.781250 Penalty: 606.454773 Iteration 3F: 3 clusters Score -480547.8 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -480986.968750 Penalty: 606.454773 Iteration 4F: 3 clusters Score -480987 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -481463.906250 Penalty: 606.454773 Iteration 5F: 3 clusters Score -481463.9 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -482302.500000 Penalty: 606.454773 Iteration 6F: 3 clusters Score -482302.5 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -484152.593750 Penalty: 606.454773 Iteration 7F: 3 clusters Score -484152.6 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -486166.125000 Penalty: 606.454773 Iteration 8F: 3 clusters Score -486166.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -487521.843750 Penalty: 606.454773 Iteration 9Q: 3 clusters Score -487521.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -487797.093750 Penalty: 606.454773 Iteration 10Q: 3 clusters Score -487797.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -487802.312500 Penalty: 606.454773 Iteration 11Q: 3 clusters Score -487802.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -487802.312500 Penalty: 606.454773 Iteration 12F: 3 clusters Score -487802.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 9488 members Mstep: Class 10 contains 8810 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 1062 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Entering Unmasked Estep Score: -18616610.000000 Penalty: 25734.199219 Splitting cluster 5 changes total score from -18612332.000000 to -18616610.000000 So it's getting split into cluster 60. Entering ConstructFrom: Trying to split cluster 6 (8790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Entering Unmasked Estep Score: -419460.687500 Penalty: 299.685211 Iteration 0F: 2 clusters Score -419460.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -413642.875000 Penalty: 599.370422 Iteration 0F: 3 clusters Score -413642.9 nChanged 4105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -416223.781250 Penalty: 599.370422 Iteration 1F: 3 clusters Score -416223.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -416490.281250 Penalty: 599.370422 Iteration 2F: 3 clusters Score -416490.3 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -416709.906250 Penalty: 599.370422 Iteration 3F: 3 clusters Score -416709.9 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -416877.531250 Penalty: 599.370422 Iteration 4Q: 3 clusters Score -416877.5 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -417008.187500 Penalty: 599.370422 Iteration 5Q: 3 clusters Score -417008.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -417132.437500 Penalty: 599.370422 Iteration 6Q: 3 clusters Score -417132.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -417270.531250 Penalty: 599.370422 Iteration 7Q: 3 clusters Score -417270.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -417427.937500 Penalty: 599.370422 Iteration 8Q: 3 clusters Score -417427.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -417619.125000 Penalty: 599.370422 Iteration 9Q: 3 clusters Score -417619.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -417858.000000 Penalty: 599.370422 Iteration 10Q: 3 clusters Score -417858 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -418102.937500 Penalty: 599.370422 Iteration 11Q: 3 clusters Score -418102.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -418330.468750 Penalty: 599.370422 Iteration 12Q: 3 clusters Score -418330.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -418505.531250 Penalty: 599.370422 Iteration 13Q: 3 clusters Score -418505.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -418632.343750 Penalty: 599.370422 Iteration 14Q: 3 clusters Score -418632.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -418735.187500 Penalty: 599.370422 Iteration 15Q: 3 clusters Score -418735.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -418832.593750 Penalty: 599.370422 Iteration 16Q: 3 clusters Score -418832.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -418910.156250 Penalty: 599.370422 Iteration 17Q: 3 clusters Score -418910.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -418973.375000 Penalty: 599.370422 Iteration 18Q: 3 clusters Score -418973.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -419021.812500 Penalty: 599.370422 Iteration 19Q: 3 clusters Score -419021.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -419063.750000 Penalty: 599.370422 Iteration 20F: 3 clusters Score -419063.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -419106.125000 Penalty: 599.370422 Iteration 21Q: 3 clusters Score -419106.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -419135.562500 Penalty: 599.370422 Iteration 22Q: 3 clusters Score -419135.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -419167.250000 Penalty: 599.370422 Iteration 23Q: 3 clusters Score -419167.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -419192.093750 Penalty: 599.370422 Iteration 24Q: 3 clusters Score -419192.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -419210.156250 Penalty: 599.370422 Iteration 25Q: 3 clusters Score -419210.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -419230.750000 Penalty: 599.370422 Iteration 26Q: 3 clusters Score -419230.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -419246.937500 Penalty: 599.370422 Iteration 27Q: 3 clusters Score -419246.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -419263.312500 Penalty: 599.370422 Iteration 28Q: 3 clusters Score -419263.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -419272.531250 Penalty: 599.370422 Iteration 29Q: 3 clusters Score -419272.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -419277.437500 Penalty: 599.370422 Iteration 30Q: 3 clusters Score -419277.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -419282.312500 Penalty: 599.370422 Iteration 31Q: 3 clusters Score -419282.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -419283.593750 Penalty: 599.370422 Iteration 32Q: 3 clusters Score -419283.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -419286.531250 Penalty: 599.370422 Iteration 33Q: 3 clusters Score -419286.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -419287.218750 Penalty: 599.370422 Iteration 34Q: 3 clusters Score -419287.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -419288.718750 Penalty: 599.370422 Iteration 35Q: 3 clusters Score -419288.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -419289.531250 Penalty: 599.370422 Iteration 36Q: 3 clusters Score -419289.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -419290.156250 Penalty: 599.370422 Iteration 37Q: 3 clusters Score -419290.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -419291.125000 Penalty: 599.370422 Iteration 38Q: 3 clusters Score -419291.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -419291.625000 Penalty: 599.370422 Iteration 39Q: 3 clusters Score -419291.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -419291.906250 Penalty: 599.370422 Iteration 40F: 3 clusters Score -419291.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -419292.437500 Penalty: 599.370422 Iteration 41Q: 3 clusters Score -419292.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -419293.125000 Penalty: 599.370422 Iteration 42Q: 3 clusters Score -419293.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -419294.218750 Penalty: 599.370422 Iteration 43Q: 3 clusters Score -419294.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -419294.812500 Penalty: 599.370422 Iteration 44Q: 3 clusters Score -419294.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -419294.812500 Penalty: 599.370422 Iteration 45F: 3 clusters Score -419294.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Entering Unmasked Estep Score: -211703.031250 Penalty: 279.527191 Iteration 0F: 2 clusters Score -211703 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -208531.203125 Penalty: 559.054382 Iteration 0F: 3 clusters Score -208531.2 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -209945.796875 Penalty: 559.054382 Iteration 1F: 3 clusters Score -209945.8 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -210342.156250 Penalty: 559.054382 Iteration 2F: 3 clusters Score -210342.2 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -210665.687500 Penalty: 559.054382 Iteration 3F: 3 clusters Score -210665.7 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -210915.406250 Penalty: 559.054382 Iteration 4F: 3 clusters Score -210915.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -211068.484375 Penalty: 559.054382 Iteration 5Q: 3 clusters Score -211068.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -211164.937500 Penalty: 559.054382 Iteration 6Q: 3 clusters Score -211164.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -211236.203125 Penalty: 559.054382 Iteration 7Q: 3 clusters Score -211236.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -211278.171875 Penalty: 559.054382 Iteration 8Q: 3 clusters Score -211278.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -211305.734375 Penalty: 559.054382 Iteration 9Q: 3 clusters Score -211305.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -211325.343750 Penalty: 559.054382 Iteration 10Q: 3 clusters Score -211325.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -211333.531250 Penalty: 559.054382 Iteration 11Q: 3 clusters Score -211333.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -211340.906250 Penalty: 559.054382 Iteration 12Q: 3 clusters Score -211340.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -211346.750000 Penalty: 559.054382 Iteration 13Q: 3 clusters Score -211346.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -211349.656250 Penalty: 559.054382 Iteration 14Q: 3 clusters Score -211349.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -211353.203125 Penalty: 559.054382 Iteration 15Q: 3 clusters Score -211353.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -211353.890625 Penalty: 559.054382 Iteration 16Q: 3 clusters Score -211353.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -211354.609375 Penalty: 559.054382 Iteration 17Q: 3 clusters Score -211354.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -211354.968750 Penalty: 559.054382 Iteration 18Q: 3 clusters Score -211355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -211354.984375 Penalty: 559.054382 Iteration 19Q: 3 clusters Score -211355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -211355.656250 Penalty: 559.054382 Iteration 20F: 3 clusters Score -211355.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -211355.625000 Penalty: 559.054382 Iteration 21Q: 3 clusters Score -211355.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -211356.218750 Penalty: 559.054382 Iteration 22Q: 3 clusters Score -211356.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -211356.000000 Penalty: 559.054382 Iteration 23Q: 3 clusters Score -211356 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -211356.000000 Penalty: 559.054382 Iteration 24F: 3 clusters Score -211356 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Entering Unmasked Estep Score: -17232.375000 Penalty: 197.800720 Iteration 0F: 2 clusters Score -17232.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16845.009766 Penalty: 395.601440 Iteration 0F: 3 clusters Score -16845.01 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16939.343750 Penalty: 395.601440 Iteration 1F: 3 clusters Score -16939.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16960.238281 Penalty: 395.601440 Iteration 2F: 3 clusters Score -16960.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16971.841797 Penalty: 395.601440 Iteration 3Q: 3 clusters Score -16971.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16981.693359 Penalty: 395.601440 Iteration 4Q: 3 clusters Score -16981.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16991.294922 Penalty: 395.601440 Iteration 5Q: 3 clusters Score -16991.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -17003.974609 Penalty: 395.601440 Iteration 6Q: 3 clusters Score -17003.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -17010.414062 Penalty: 395.601440 Iteration 7Q: 3 clusters Score -17010.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -17018.666016 Penalty: 395.601440 Iteration 8Q: 3 clusters Score -17018.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -17024.863281 Penalty: 395.601440 Iteration 9Q: 3 clusters Score -17024.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -17036.726562 Penalty: 395.601440 Iteration 10Q: 3 clusters Score -17036.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -17047.689453 Penalty: 395.601440 Iteration 11Q: 3 clusters Score -17047.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -17052.943359 Penalty: 395.601440 Iteration 12Q: 3 clusters Score -17052.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -17055.095703 Penalty: 395.601440 Iteration 13Q: 3 clusters Score -17055.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17059.757812 Penalty: 395.601440 Iteration 14Q: 3 clusters Score -17059.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -17066.568359 Penalty: 395.601440 Iteration 15Q: 3 clusters Score -17066.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17075.335938 Penalty: 395.601440 Iteration 16Q: 3 clusters Score -17075.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -17080.250000 Penalty: 395.601440 Iteration 17Q: 3 clusters Score -17080.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -17081.076172 Penalty: 395.601440 Iteration 18Q: 3 clusters Score -17081.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17081.673828 Penalty: 395.601440 Iteration 19Q: 3 clusters Score -17081.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17081.673828 Penalty: 395.601440 Iteration 20F: 3 clusters Score -17081.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Entering Unmasked Estep Score: -442213.781250 Penalty: 302.206848 Iteration 0F: 2 clusters Score -442213.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -435899.062500 Penalty: 604.413696 Iteration 0F: 3 clusters Score -435899.1 nChanged 4507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -438784.593750 Penalty: 604.413696 Iteration 1F: 3 clusters Score -438784.6 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -439196.625000 Penalty: 604.413696 Iteration 2F: 3 clusters Score -439196.6 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -439609.843750 Penalty: 604.413696 Iteration 3F: 3 clusters Score -439609.8 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -439984.312500 Penalty: 604.413696 Iteration 4F: 3 clusters Score -439984.3 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -440364.593750 Penalty: 604.413696 Iteration 5F: 3 clusters Score -440364.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -440830.687500 Penalty: 604.413696 Iteration 6F: 3 clusters Score -440830.7 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -441330.000000 Penalty: 604.413696 Iteration 7F: 3 clusters Score -441330 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -441724.062500 Penalty: 604.413696 Iteration 8Q: 3 clusters Score -441724.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -441961.187500 Penalty: 604.413696 Iteration 9Q: 3 clusters Score -441961.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -442090.937500 Penalty: 604.413696 Iteration 10Q: 3 clusters Score -442090.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -442156.437500 Penalty: 604.413696 Iteration 11Q: 3 clusters Score -442156.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -442203.375000 Penalty: 604.413696 Iteration 12Q: 3 clusters Score -442203.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -442245.062500 Penalty: 604.413696 Iteration 13Q: 3 clusters Score -442245.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -442290.875000 Penalty: 604.413696 Iteration 14Q: 3 clusters Score -442290.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -442325.281250 Penalty: 604.413696 Iteration 15Q: 3 clusters Score -442325.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -442364.093750 Penalty: 604.413696 Iteration 16Q: 3 clusters Score -442364.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -442409.375000 Penalty: 604.413696 Iteration 17Q: 3 clusters Score -442409.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -442449.250000 Penalty: 604.413696 Iteration 18Q: 3 clusters Score -442449.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -442471.000000 Penalty: 604.413696 Iteration 19Q: 3 clusters Score -442471 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -442492.093750 Penalty: 604.413696 Iteration 20F: 3 clusters Score -442492.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -442502.718750 Penalty: 604.413696 Iteration 21Q: 3 clusters Score -442502.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -442510.250000 Penalty: 604.413696 Iteration 22Q: 3 clusters Score -442510.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -442515.968750 Penalty: 604.413696 Iteration 23Q: 3 clusters Score -442516 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -442520.500000 Penalty: 604.413696 Iteration 24Q: 3 clusters Score -442520.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -442525.687500 Penalty: 604.413696 Iteration 25Q: 3 clusters Score -442525.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -442530.000000 Penalty: 604.413696 Iteration 26Q: 3 clusters Score -442530 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -442536.000000 Penalty: 604.413696 Iteration 27Q: 3 clusters Score -442536 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -442539.656250 Penalty: 604.413696 Iteration 28Q: 3 clusters Score -442539.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -442546.187500 Penalty: 604.413696 Iteration 29Q: 3 clusters Score -442546.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -442550.562500 Penalty: 604.413696 Iteration 30Q: 3 clusters Score -442550.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -442557.031250 Penalty: 604.413696 Iteration 31Q: 3 clusters Score -442557 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -442564.750000 Penalty: 604.413696 Iteration 32Q: 3 clusters Score -442564.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -442571.875000 Penalty: 604.413696 Iteration 33Q: 3 clusters Score -442571.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -442578.406250 Penalty: 604.413696 Iteration 34Q: 3 clusters Score -442578.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -442580.187500 Penalty: 604.413696 Iteration 35Q: 3 clusters Score -442580.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -442584.343750 Penalty: 604.413696 Iteration 36Q: 3 clusters Score -442584.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -442588.000000 Penalty: 604.413696 Iteration 37Q: 3 clusters Score -442588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -442591.218750 Penalty: 604.413696 Iteration 38Q: 3 clusters Score -442591.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -442592.531250 Penalty: 604.413696 Iteration 39Q: 3 clusters Score -442592.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -442593.875000 Penalty: 604.413696 Iteration 40F: 3 clusters Score -442593.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -442594.375000 Penalty: 604.413696 Iteration 41Q: 3 clusters Score -442594.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -442595.093750 Penalty: 604.413696 Iteration 42Q: 3 clusters Score -442595.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -442595.906250 Penalty: 604.413696 Iteration 43Q: 3 clusters Score -442595.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -442595.000000 Penalty: 604.413696 Iteration 44Q: 3 clusters Score -442595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -442595.000000 Penalty: 604.413696 Iteration 45F: 3 clusters Score -442595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 8810 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 1062 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Entering Unmasked Estep Score: -18616822.000000 Penalty: 26163.101562 Splitting cluster 9 changes total score from -18612332.000000 to -18616822.000000 So it's getting split into cluster 61. Entering ConstructFrom: Trying to split cluster 10 (8810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Entering Unmasked Estep Score: -353755.375000 Penalty: 299.760223 Iteration 0F: 2 clusters Score -353755.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -347843.500000 Penalty: 599.520447 Iteration 0F: 3 clusters Score -347843.5 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -350827.062500 Penalty: 599.520447 Iteration 1F: 3 clusters Score -350827.1 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -351263.687500 Penalty: 599.520447 Iteration 2F: 3 clusters Score -351263.7 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -351703.000000 Penalty: 599.520447 Iteration 3F: 3 clusters Score -351703 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -352069.500000 Penalty: 599.520447 Iteration 4F: 3 clusters Score -352069.5 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -352342.843750 Penalty: 599.520447 Iteration 5Q: 3 clusters Score -352342.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -352537.781250 Penalty: 599.520447 Iteration 6Q: 3 clusters Score -352537.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -352716.250000 Penalty: 599.520447 Iteration 7Q: 3 clusters Score -352716.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -352886.437500 Penalty: 599.520447 Iteration 8Q: 3 clusters Score -352886.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -353054.156250 Penalty: 599.520447 Iteration 9Q: 3 clusters Score -353054.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -353244.906250 Penalty: 599.520447 Iteration 10Q: 3 clusters Score -353244.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -353454.000000 Penalty: 599.520447 Iteration 11Q: 3 clusters Score -353454 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -353668.281250 Penalty: 599.520447 Iteration 12Q: 3 clusters Score -353668.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -353810.718750 Penalty: 599.520447 Iteration 13Q: 3 clusters Score -353810.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -353862.718750 Penalty: 599.520447 Iteration 14Q: 3 clusters Score -353862.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -353879.781250 Penalty: 599.520447 Iteration 15Q: 3 clusters Score -353879.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -353883.468750 Penalty: 599.520447 Iteration 16Q: 3 clusters Score -353883.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -353885.500000 Penalty: 599.520447 Iteration 17Q: 3 clusters Score -353885.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -353886.250000 Penalty: 599.520447 Iteration 18Q: 3 clusters Score -353886.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -353886.281250 Penalty: 599.520447 Iteration 19Q: 3 clusters Score -353886.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -353886.531250 Penalty: 599.520447 Iteration 20F: 3 clusters Score -353886.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -353886.656250 Penalty: 599.520447 Iteration 21Q: 3 clusters Score -353886.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -353886.843750 Penalty: 599.520447 Iteration 22Q: 3 clusters Score -353886.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -353886.875000 Penalty: 599.520447 Iteration 23Q: 3 clusters Score -353886.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -353887.000000 Penalty: 599.520447 Iteration 24Q: 3 clusters Score -353887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -353886.937500 Penalty: 599.520447 Iteration 25Q: 3 clusters Score -353886.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -353887.718750 Penalty: 599.520447 Iteration 26Q: 3 clusters Score -353887.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -353887.875000 Penalty: 599.520447 Iteration 27Q: 3 clusters Score -353887.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -353887.656250 Penalty: 599.520447 Iteration 28Q: 3 clusters Score -353887.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -353887.625000 Penalty: 599.520447 Iteration 29Q: 3 clusters Score -353887.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -353886.875000 Penalty: 599.520447 Iteration 30Q: 3 clusters Score -353886.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -353887.718750 Penalty: 599.520447 Iteration 31Q: 3 clusters Score -353887.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -353887.468750 Penalty: 599.520447 Iteration 32Q: 3 clusters Score -353887.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -353887.625000 Penalty: 599.520447 Iteration 33Q: 3 clusters Score -353887.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -353887.625000 Penalty: 599.520447 Iteration 34F: 3 clusters Score -353887.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 1062 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Entering Unmasked Estep Score: -18616764.000000 Penalty: 26592.005859 Splitting cluster 10 changes total score from -18612332.000000 to -18616764.000000 So it's getting split into cluster 62. Entering ConstructFrom: Trying to split cluster 11 (5580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Entering Unmasked Estep Score: -274119.000000 Penalty: 284.689148 Iteration 0F: 2 clusters Score -274119 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -270461.250000 Penalty: 569.378296 Iteration 0F: 3 clusters Score -270461.2 nChanged 2528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -272009.468750 Penalty: 569.378296 Iteration 1F: 3 clusters Score -272009.5 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -272239.468750 Penalty: 569.378296 Iteration 2F: 3 clusters Score -272239.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -272519.687500 Penalty: 569.378296 Iteration 3F: 3 clusters Score -272519.7 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -272855.000000 Penalty: 569.378296 Iteration 4F: 3 clusters Score -272855 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -273121.500000 Penalty: 569.378296 Iteration 5F: 3 clusters Score -273121.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -273250.156250 Penalty: 569.378296 Iteration 6Q: 3 clusters Score -273250.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -273296.906250 Penalty: 569.378296 Iteration 7Q: 3 clusters Score -273296.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -273328.187500 Penalty: 569.378296 Iteration 8Q: 3 clusters Score -273328.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -273351.437500 Penalty: 569.378296 Iteration 9Q: 3 clusters Score -273351.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -273371.062500 Penalty: 569.378296 Iteration 10Q: 3 clusters Score -273371.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -273385.718750 Penalty: 569.378296 Iteration 11Q: 3 clusters Score -273385.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -273397.093750 Penalty: 569.378296 Iteration 12Q: 3 clusters Score -273397.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -273412.656250 Penalty: 569.378296 Iteration 13Q: 3 clusters Score -273412.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -273427.562500 Penalty: 569.378296 Iteration 14Q: 3 clusters Score -273427.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -273436.375000 Penalty: 569.378296 Iteration 15Q: 3 clusters Score -273436.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -273444.937500 Penalty: 569.378296 Iteration 16Q: 3 clusters Score -273444.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -273454.312500 Penalty: 569.378296 Iteration 17Q: 3 clusters Score -273454.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -273463.093750 Penalty: 569.378296 Iteration 18Q: 3 clusters Score -273463.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -273472.937500 Penalty: 569.378296 Iteration 19Q: 3 clusters Score -273472.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -273479.468750 Penalty: 569.378296 Iteration 20F: 3 clusters Score -273479.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -273490.125000 Penalty: 569.378296 Iteration 21Q: 3 clusters Score -273490.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -273499.218750 Penalty: 569.378296 Iteration 22Q: 3 clusters Score -273499.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -273506.687500 Penalty: 569.378296 Iteration 23Q: 3 clusters Score -273506.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -273512.531250 Penalty: 569.378296 Iteration 24Q: 3 clusters Score -273512.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -273516.812500 Penalty: 569.378296 Iteration 25Q: 3 clusters Score -273516.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -273522.562500 Penalty: 569.378296 Iteration 26Q: 3 clusters Score -273522.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -273527.625000 Penalty: 569.378296 Iteration 27Q: 3 clusters Score -273527.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -273531.781250 Penalty: 569.378296 Iteration 28Q: 3 clusters Score -273531.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -273534.593750 Penalty: 569.378296 Iteration 29Q: 3 clusters Score -273534.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -273536.750000 Penalty: 569.378296 Iteration 30Q: 3 clusters Score -273536.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -273537.437500 Penalty: 569.378296 Iteration 31Q: 3 clusters Score -273537.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -273539.687500 Penalty: 569.378296 Iteration 32Q: 3 clusters Score -273539.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -273541.500000 Penalty: 569.378296 Iteration 33Q: 3 clusters Score -273541.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -273546.000000 Penalty: 569.378296 Iteration 34Q: 3 clusters Score -273546 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -273550.062500 Penalty: 569.378296 Iteration 35Q: 3 clusters Score -273550.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -273553.937500 Penalty: 569.378296 Iteration 36Q: 3 clusters Score -273553.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -273557.156250 Penalty: 569.378296 Iteration 37Q: 3 clusters Score -273557.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -273560.812500 Penalty: 569.378296 Iteration 38Q: 3 clusters Score -273560.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -273565.062500 Penalty: 569.378296 Iteration 39Q: 3 clusters Score -273565.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -273569.843750 Penalty: 569.378296 Iteration 40F: 3 clusters Score -273569.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -273573.281250 Penalty: 569.378296 Iteration 41Q: 3 clusters Score -273573.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -273578.125000 Penalty: 569.378296 Iteration 42Q: 3 clusters Score -273578.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -273583.906250 Penalty: 569.378296 Iteration 43Q: 3 clusters Score -273583.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -273588.218750 Penalty: 569.378296 Iteration 44Q: 3 clusters Score -273588.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -273591.093750 Penalty: 569.378296 Iteration 45Q: 3 clusters Score -273591.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -273595.468750 Penalty: 569.378296 Iteration 46Q: 3 clusters Score -273595.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -273599.593750 Penalty: 569.378296 Iteration 47Q: 3 clusters Score -273599.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -273604.250000 Penalty: 569.378296 Iteration 48Q: 3 clusters Score -273604.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -273610.562500 Penalty: 569.378296 Iteration 49Q: 3 clusters Score -273610.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -273613.718750 Penalty: 569.378296 Iteration 50Q: 3 clusters Score -273613.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -273616.218750 Penalty: 569.378296 Iteration 51Q: 3 clusters Score -273616.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -273619.281250 Penalty: 569.378296 Iteration 52Q: 3 clusters Score -273619.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -273622.187500 Penalty: 569.378296 Iteration 53Q: 3 clusters Score -273622.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -273625.625000 Penalty: 569.378296 Iteration 54Q: 3 clusters Score -273625.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -273630.437500 Penalty: 569.378296 Iteration 55Q: 3 clusters Score -273630.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -273634.625000 Penalty: 569.378296 Iteration 56Q: 3 clusters Score -273634.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -273640.781250 Penalty: 569.378296 Iteration 57Q: 3 clusters Score -273640.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -273650.687500 Penalty: 569.378296 Iteration 58Q: 3 clusters Score -273650.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -273660.187500 Penalty: 569.378296 Iteration 59Q: 3 clusters Score -273660.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -273669.312500 Penalty: 569.378296 Iteration 60F: 3 clusters Score -273669.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -273673.250000 Penalty: 569.378296 Iteration 61Q: 3 clusters Score -273673.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -273676.531250 Penalty: 569.378296 Iteration 62Q: 3 clusters Score -273676.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -273683.562500 Penalty: 569.378296 Iteration 63Q: 3 clusters Score -273683.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -273693.968750 Penalty: 569.378296 Iteration 64Q: 3 clusters Score -273694 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -273704.406250 Penalty: 569.378296 Iteration 65Q: 3 clusters Score -273704.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -273717.593750 Penalty: 569.378296 Iteration 66Q: 3 clusters Score -273717.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -273732.000000 Penalty: 569.378296 Iteration 67Q: 3 clusters Score -273732 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -273749.250000 Penalty: 569.378296 Iteration 68Q: 3 clusters Score -273749.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -273762.187500 Penalty: 569.378296 Iteration 69Q: 3 clusters Score -273762.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -273770.562500 Penalty: 569.378296 Iteration 70Q: 3 clusters Score -273770.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -273773.531250 Penalty: 569.378296 Iteration 71Q: 3 clusters Score -273773.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -273776.406250 Penalty: 569.378296 Iteration 72Q: 3 clusters Score -273776.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -273777.562500 Penalty: 569.378296 Iteration 73Q: 3 clusters Score -273777.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -273778.656250 Penalty: 569.378296 Iteration 74Q: 3 clusters Score -273778.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -273780.093750 Penalty: 569.378296 Iteration 75Q: 3 clusters Score -273780.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -273782.656250 Penalty: 569.378296 Iteration 76Q: 3 clusters Score -273782.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -273783.937500 Penalty: 569.378296 Iteration 77Q: 3 clusters Score -273783.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -273785.187500 Penalty: 569.378296 Iteration 78Q: 3 clusters Score -273785.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -273786.375000 Penalty: 569.378296 Iteration 79Q: 3 clusters Score -273786.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -273789.093750 Penalty: 569.378296 Iteration 80F: 3 clusters Score -273789.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -273792.468750 Penalty: 569.378296 Iteration 81Q: 3 clusters Score -273792.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -273798.000000 Penalty: 569.378296 Iteration 82Q: 3 clusters Score -273798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -273799.875000 Penalty: 569.378296 Iteration 83Q: 3 clusters Score -273799.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -273801.687500 Penalty: 569.378296 Iteration 84Q: 3 clusters Score -273801.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -273803.437500 Penalty: 569.378296 Iteration 85Q: 3 clusters Score -273803.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -273804.687500 Penalty: 569.378296 Iteration 86Q: 3 clusters Score -273804.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -273805.718750 Penalty: 569.378296 Iteration 87Q: 3 clusters Score -273805.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -273807.156250 Penalty: 569.378296 Iteration 88Q: 3 clusters Score -273807.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -273807.093750 Penalty: 569.378296 Iteration 89Q: 3 clusters Score -273807.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -273807.281250 Penalty: 569.378296 Iteration 90Q: 3 clusters Score -273807.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -273807.718750 Penalty: 569.378296 Iteration 91Q: 3 clusters Score -273807.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -273808.187500 Penalty: 569.378296 Iteration 92Q: 3 clusters Score -273808.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -273808.593750 Penalty: 569.378296 Iteration 93Q: 3 clusters Score -273808.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -273808.625000 Penalty: 569.378296 Iteration 94Q: 3 clusters Score -273808.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -273808.906250 Penalty: 569.378296 Iteration 95Q: 3 clusters Score -273808.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -273808.906250 Penalty: 569.378296 Iteration 96F: 3 clusters Score -273808.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Entering Unmasked Estep Score: -37403.179688 Penalty: 229.941010 Iteration 0F: 2 clusters Score -37403.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -36626.511719 Penalty: 459.882019 Iteration 0F: 3 clusters Score -36626.51 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -36984.765625 Penalty: 459.882019 Iteration 1F: 3 clusters Score -36984.77 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -37083.890625 Penalty: 459.882019 Iteration 2F: 3 clusters Score -37083.89 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -37150.890625 Penalty: 459.882019 Iteration 3F: 3 clusters Score -37150.89 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -37205.230469 Penalty: 459.882019 Iteration 4Q: 3 clusters Score -37205.23 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -37285.488281 Penalty: 459.882019 Iteration 5Q: 3 clusters Score -37285.49 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -37364.835938 Penalty: 459.882019 Iteration 6Q: 3 clusters Score -37364.84 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -37439.160156 Penalty: 459.882019 Iteration 7Q: 3 clusters Score -37439.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -37480.808594 Penalty: 459.882019 Iteration 8Q: 3 clusters Score -37480.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -37499.003906 Penalty: 459.882019 Iteration 9Q: 3 clusters Score -37499 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -37514.957031 Penalty: 459.882019 Iteration 10Q: 3 clusters Score -37514.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -37526.792969 Penalty: 459.882019 Iteration 11Q: 3 clusters Score -37526.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -37533.488281 Penalty: 459.882019 Iteration 12Q: 3 clusters Score -37533.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -37542.183594 Penalty: 459.882019 Iteration 13Q: 3 clusters Score -37542.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -37549.828125 Penalty: 459.882019 Iteration 14Q: 3 clusters Score -37549.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -37559.273438 Penalty: 459.882019 Iteration 15Q: 3 clusters Score -37559.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -37562.445312 Penalty: 459.882019 Iteration 16Q: 3 clusters Score -37562.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -37569.574219 Penalty: 459.882019 Iteration 17Q: 3 clusters Score -37569.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -37584.914062 Penalty: 459.882019 Iteration 18Q: 3 clusters Score -37584.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -37605.902344 Penalty: 459.882019 Iteration 19Q: 3 clusters Score -37605.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -37615.265625 Penalty: 459.882019 Iteration 20F: 3 clusters Score -37615.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -37624.695312 Penalty: 459.882019 Iteration 21Q: 3 clusters Score -37624.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -37632.824219 Penalty: 459.882019 Iteration 22Q: 3 clusters Score -37632.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -37643.527344 Penalty: 459.882019 Iteration 23Q: 3 clusters Score -37643.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -37650.890625 Penalty: 459.882019 Iteration 24Q: 3 clusters Score -37650.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -37654.605469 Penalty: 459.882019 Iteration 25Q: 3 clusters Score -37654.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -37655.695312 Penalty: 459.882019 Iteration 26Q: 3 clusters Score -37655.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -37656.375000 Penalty: 459.882019 Iteration 27Q: 3 clusters Score -37656.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -37656.527344 Penalty: 459.882019 Iteration 28Q: 3 clusters Score -37656.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -37656.527344 Penalty: 459.882019 Iteration 29F: 3 clusters Score -37656.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Entering Unmasked Estep Score: -18616808.000000 Penalty: 27020.910156 Splitting cluster 12 changes total score from -18612332.000000 to -18616808.000000 So it's getting split into cluster 63. Entering ConstructFrom: Trying to split cluster 13 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -2144.404541 Penalty: 149.928726 Iteration 0F: 2 clusters Score -2144.405 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1998.126953 Penalty: 299.857452 Iteration 0F: 3 clusters Score -1998.127 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2064.908447 Penalty: 299.857452 Iteration 1F: 3 clusters Score -2064.908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -2076.325195 Penalty: 299.857452 Iteration 2F: 3 clusters Score -2076.325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2084.881104 Penalty: 299.857452 Iteration 3Q: 3 clusters Score -2084.881 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2117.137939 Penalty: 299.857452 Iteration 4Q: 3 clusters Score -2117.138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2123.583984 Penalty: 299.857452 Iteration 5Q: 3 clusters Score -2123.584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2128.885986 Penalty: 299.857452 Iteration 6Q: 3 clusters Score -2128.886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2132.634766 Penalty: 299.857452 Iteration 7Q: 3 clusters Score -2132.635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2132.634766 Penalty: 299.857452 Iteration 8F: 3 clusters Score -2132.635 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Entering Unmasked Estep Score: -217431.859375 Penalty: 278.722198 Iteration 0F: 2 clusters Score -217431.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -214305.546875 Penalty: 557.444397 Iteration 0F: 3 clusters Score -214305.5 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -215585.703125 Penalty: 557.444397 Iteration 1F: 3 clusters Score -215585.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -215760.625000 Penalty: 557.444397 Iteration 2F: 3 clusters Score -215760.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -215960.281250 Penalty: 557.444397 Iteration 3F: 3 clusters Score -215960.3 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -216186.187500 Penalty: 557.444397 Iteration 4F: 3 clusters Score -216186.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -216453.265625 Penalty: 557.444397 Iteration 5F: 3 clusters Score -216453.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -216796.812500 Penalty: 557.444397 Iteration 6F: 3 clusters Score -216796.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -217122.015625 Penalty: 557.444397 Iteration 7F: 3 clusters Score -217122 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -217307.093750 Penalty: 557.444397 Iteration 8F: 3 clusters Score -217307.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -217413.703125 Penalty: 557.444397 Iteration 9Q: 3 clusters Score -217413.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -217489.031250 Penalty: 557.444397 Iteration 10Q: 3 clusters Score -217489 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -217536.296875 Penalty: 557.444397 Iteration 11Q: 3 clusters Score -217536.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -217572.375000 Penalty: 557.444397 Iteration 12Q: 3 clusters Score -217572.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -217597.578125 Penalty: 557.444397 Iteration 13Q: 3 clusters Score -217597.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -217615.484375 Penalty: 557.444397 Iteration 14Q: 3 clusters Score -217615.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -217626.109375 Penalty: 557.444397 Iteration 15Q: 3 clusters Score -217626.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -217637.421875 Penalty: 557.444397 Iteration 16Q: 3 clusters Score -217637.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -217644.562500 Penalty: 557.444397 Iteration 17Q: 3 clusters Score -217644.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -217647.703125 Penalty: 557.444397 Iteration 18Q: 3 clusters Score -217647.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -217651.187500 Penalty: 557.444397 Iteration 19Q: 3 clusters Score -217651.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -217651.281250 Penalty: 557.444397 Iteration 20F: 3 clusters Score -217651.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -217652.328125 Penalty: 557.444397 Iteration 21Q: 3 clusters Score -217652.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -217652.296875 Penalty: 557.444397 Iteration 22Q: 3 clusters Score -217652.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -217652.296875 Penalty: 557.444397 Iteration 23F: 3 clusters Score -217652.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Entering Unmasked Estep Score: -18616906.000000 Penalty: 27449.812500 Splitting cluster 14 changes total score from -18612332.000000 to -18616906.000000 So it's getting split into cluster 64. Entering ConstructFrom: Trying to split cluster 15 (23266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Entering Unmasked Estep Score: -1060323.875000 Penalty: 331.806702 Iteration 0F: 2 clusters Score -1060324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 11501 members Entering Unmasked Estep Score: -1044704.687500 Penalty: 663.613403 Iteration 0F: 3 clusters Score -1044705 nChanged 11203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -1052370.250000 Penalty: 663.613403 Iteration 1F: 3 clusters Score -1052370 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16488 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1053622.375000 Penalty: 663.613403 Iteration 2F: 3 clusters Score -1053622 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18248 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1055111.125000 Penalty: 663.613403 Iteration 3F: 3 clusters Score -1055111 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -1056698.375000 Penalty: 663.613403 Iteration 4F: 3 clusters Score -1056698 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21425 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1058124.750000 Penalty: 663.613403 Iteration 5F: 3 clusters Score -1058125 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22475 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1059229.375000 Penalty: 663.613403 Iteration 6Q: 3 clusters Score -1059229 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -1059780.375000 Penalty: 663.613403 Iteration 7Q: 3 clusters Score -1059780 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23190 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1059955.375000 Penalty: 663.613403 Iteration 8Q: 3 clusters Score -1059955 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23226 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1060006.875000 Penalty: 663.613403 Iteration 9Q: 3 clusters Score -1060007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1060028.625000 Penalty: 663.613403 Iteration 10Q: 3 clusters Score -1060029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1060035.500000 Penalty: 663.613403 Iteration 11Q: 3 clusters Score -1060036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1060036.375000 Penalty: 663.613403 Iteration 12Q: 3 clusters Score -1060036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23234 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -1060040.625000 Penalty: 663.613403 Iteration 13Q: 3 clusters Score -1060041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23235 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -1060042.625000 Penalty: 663.613403 Iteration 14Q: 3 clusters Score -1060043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23234 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -1060041.875000 Penalty: 663.613403 Iteration 15Q: 3 clusters Score -1060042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1060042.250000 Penalty: 663.613403 Iteration 16Q: 3 clusters Score -1060042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -1060042.250000 Penalty: 663.613403 Iteration 17F: 3 clusters Score -1060042 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (14403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Entering Unmasked Estep Score: -608264.437500 Penalty: 315.981323 Iteration 0F: 2 clusters Score -608264.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -598657.625000 Penalty: 631.962646 Iteration 0F: 3 clusters Score -598657.6 nChanged 6855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -603421.812500 Penalty: 631.962646 Iteration 1F: 3 clusters Score -603421.8 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -604186.625000 Penalty: 631.962646 Iteration 2F: 3 clusters Score -604186.6 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -604931.437500 Penalty: 631.962646 Iteration 3F: 3 clusters Score -604931.4 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -605509.437500 Penalty: 631.962646 Iteration 4F: 3 clusters Score -605509.4 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -605897.000000 Penalty: 631.962646 Iteration 5Q: 3 clusters Score -605897 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -606125.312500 Penalty: 631.962646 Iteration 6Q: 3 clusters Score -606125.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -606262.062500 Penalty: 631.962646 Iteration 7Q: 3 clusters Score -606262.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -606354.437500 Penalty: 631.962646 Iteration 8Q: 3 clusters Score -606354.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -606453.437500 Penalty: 631.962646 Iteration 9Q: 3 clusters Score -606453.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -606589.375000 Penalty: 631.962646 Iteration 10Q: 3 clusters Score -606589.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -606754.875000 Penalty: 631.962646 Iteration 11Q: 3 clusters Score -606754.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -606949.437500 Penalty: 631.962646 Iteration 12Q: 3 clusters Score -606949.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -607061.437500 Penalty: 631.962646 Iteration 13Q: 3 clusters Score -607061.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -607094.062500 Penalty: 631.962646 Iteration 14Q: 3 clusters Score -607094.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -607108.500000 Penalty: 631.962646 Iteration 15Q: 3 clusters Score -607108.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -607120.812500 Penalty: 631.962646 Iteration 16Q: 3 clusters Score -607120.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -607142.500000 Penalty: 631.962646 Iteration 17Q: 3 clusters Score -607142.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -607178.625000 Penalty: 631.962646 Iteration 18Q: 3 clusters Score -607178.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -607231.187500 Penalty: 631.962646 Iteration 19Q: 3 clusters Score -607231.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -607311.875000 Penalty: 631.962646 Iteration 20F: 3 clusters Score -607311.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -607354.687500 Penalty: 631.962646 Iteration 21Q: 3 clusters Score -607354.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -607368.687500 Penalty: 631.962646 Iteration 22Q: 3 clusters Score -607368.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -607372.125000 Penalty: 631.962646 Iteration 23Q: 3 clusters Score -607372.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -607371.562500 Penalty: 631.962646 Iteration 24Q: 3 clusters Score -607371.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -607372.312500 Penalty: 631.962646 Iteration 25Q: 3 clusters Score -607372.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -607372.000000 Penalty: 631.962646 Iteration 26Q: 3 clusters Score -607372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -607372.000000 Penalty: 631.962646 Iteration 27F: 3 clusters Score -607372 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Entering Unmasked Estep Score: -28424.261719 Penalty: 208.821915 Iteration 0F: 2 clusters Score -28424.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27948.460938 Penalty: 417.643829 Iteration 0F: 3 clusters Score -27948.46 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -28083.224609 Penalty: 417.643829 Iteration 1F: 3 clusters Score -28083.22 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28135.283203 Penalty: 417.643829 Iteration 2F: 3 clusters Score -28135.28 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28175.529297 Penalty: 417.643829 Iteration 3F: 3 clusters Score -28175.53 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28205.833984 Penalty: 417.643829 Iteration 4Q: 3 clusters Score -28205.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -28220.792969 Penalty: 417.643829 Iteration 5Q: 3 clusters Score -28220.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -28234.974609 Penalty: 417.643829 Iteration 6Q: 3 clusters Score -28234.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28242.437500 Penalty: 417.643829 Iteration 7Q: 3 clusters Score -28242.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -28254.552734 Penalty: 417.643829 Iteration 8Q: 3 clusters Score -28254.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -28261.714844 Penalty: 417.643829 Iteration 9Q: 3 clusters Score -28261.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -28267.281250 Penalty: 417.643829 Iteration 10Q: 3 clusters Score -28267.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28275.392578 Penalty: 417.643829 Iteration 11Q: 3 clusters Score -28275.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -28293.007812 Penalty: 417.643829 Iteration 12Q: 3 clusters Score -28293.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -28317.937500 Penalty: 417.643829 Iteration 13Q: 3 clusters Score -28317.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -28391.078125 Penalty: 417.643829 Iteration 14Q: 3 clusters Score -28391.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -28546.439453 Penalty: 417.643829 Iteration 15Q: 3 clusters Score -28546.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -28569.736328 Penalty: 417.643829 Iteration 16Q: 3 clusters Score -28569.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -28598.898438 Penalty: 417.643829 Iteration 17Q: 3 clusters Score -28598.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -28658.636719 Penalty: 417.643829 Iteration 18Q: 3 clusters Score -28658.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28810.652344 Penalty: 417.643829 Iteration 19Q: 3 clusters Score -28810.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -28928.623047 Penalty: 417.643829 Iteration 20F: 3 clusters Score -28928.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 7058 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Entering Unmasked Estep Score: -18617194.000000 Penalty: 27878.714844 Splitting cluster 17 changes total score from -18612332.000000 to -18617194.000000 So it's getting split into cluster 65. Entering ConstructFrom: Trying to split cluster 18 (7058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Entering Unmasked Estep Score: -310494.437500 Penalty: 292.443237 Iteration 0F: 2 clusters Score -310494.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -305751.156250 Penalty: 584.886475 Iteration 0F: 3 clusters Score -305751.2 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -308150.156250 Penalty: 584.886475 Iteration 1F: 3 clusters Score -308150.2 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -308727.312500 Penalty: 584.886475 Iteration 2F: 3 clusters Score -308727.3 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -309223.437500 Penalty: 584.886475 Iteration 3F: 3 clusters Score -309223.4 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -309687.031250 Penalty: 584.886475 Iteration 4F: 3 clusters Score -309687 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -310230.906250 Penalty: 584.886475 Iteration 5F: 3 clusters Score -310230.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -310594.437500 Penalty: 584.886475 Iteration 6F: 3 clusters Score -310594.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -310781.156250 Penalty: 584.886475 Iteration 7Q: 3 clusters Score -310781.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -310941.437500 Penalty: 584.886475 Iteration 8Q: 3 clusters Score -310941.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -311099.562500 Penalty: 584.886475 Iteration 9Q: 3 clusters Score -311099.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -311246.656250 Penalty: 584.886475 Iteration 10Q: 3 clusters Score -311246.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -311371.625000 Penalty: 584.886475 Iteration 11Q: 3 clusters Score -311371.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -311457.625000 Penalty: 584.886475 Iteration 12Q: 3 clusters Score -311457.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -311531.281250 Penalty: 584.886475 Iteration 13Q: 3 clusters Score -311531.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -311587.000000 Penalty: 584.886475 Iteration 14Q: 3 clusters Score -311587 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -311629.500000 Penalty: 584.886475 Iteration 15Q: 3 clusters Score -311629.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -311664.843750 Penalty: 584.886475 Iteration 16Q: 3 clusters Score -311664.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -311691.781250 Penalty: 584.886475 Iteration 17Q: 3 clusters Score -311691.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -311716.625000 Penalty: 584.886475 Iteration 18Q: 3 clusters Score -311716.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -311737.468750 Penalty: 584.886475 Iteration 19Q: 3 clusters Score -311737.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -311752.781250 Penalty: 584.886475 Iteration 20F: 3 clusters Score -311752.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -311761.062500 Penalty: 584.886475 Iteration 21Q: 3 clusters Score -311761.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -311764.906250 Penalty: 584.886475 Iteration 22Q: 3 clusters Score -311764.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -311768.625000 Penalty: 584.886475 Iteration 23Q: 3 clusters Score -311768.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -311770.093750 Penalty: 584.886475 Iteration 24Q: 3 clusters Score -311770.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -311771.375000 Penalty: 584.886475 Iteration 25Q: 3 clusters Score -311771.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -311771.843750 Penalty: 584.886475 Iteration 26Q: 3 clusters Score -311771.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -311772.156250 Penalty: 584.886475 Iteration 27Q: 3 clusters Score -311772.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -311772.937500 Penalty: 584.886475 Iteration 28Q: 3 clusters Score -311772.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -311772.937500 Penalty: 584.886475 Iteration 29F: 3 clusters Score -311772.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Entering Unmasked Estep Score: -18618360.000000 Penalty: 28307.619141 Splitting cluster 18 changes total score from -18612332.000000 to -18618360.000000 So it's getting split into cluster 66. Entering ConstructFrom: Trying to split cluster 19 (2741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Entering Unmasked Estep Score: -110338.835938 Penalty: 261.230591 Iteration 0F: 2 clusters Score -110338.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -108520.703125 Penalty: 522.461182 Iteration 0F: 3 clusters Score -108520.7 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -109648.921875 Penalty: 522.461182 Iteration 1F: 3 clusters Score -109648.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -110063.250000 Penalty: 522.461182 Iteration 2F: 3 clusters Score -110063.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -110437.164062 Penalty: 522.461182 Iteration 3F: 3 clusters Score -110437.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -110629.460938 Penalty: 522.461182 Iteration 4F: 3 clusters Score -110629.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -110685.960938 Penalty: 522.461182 Iteration 5Q: 3 clusters Score -110686 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -110708.593750 Penalty: 522.461182 Iteration 6Q: 3 clusters Score -110708.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -110719.367188 Penalty: 522.461182 Iteration 7Q: 3 clusters Score -110719.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -110724.140625 Penalty: 522.461182 Iteration 8Q: 3 clusters Score -110724.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -110727.656250 Penalty: 522.461182 Iteration 9Q: 3 clusters Score -110727.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -110728.937500 Penalty: 522.461182 Iteration 10Q: 3 clusters Score -110728.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -110729.523438 Penalty: 522.461182 Iteration 11Q: 3 clusters Score -110729.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -110729.500000 Penalty: 522.461182 Iteration 12Q: 3 clusters Score -110729.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -110729.500000 Penalty: 522.461182 Iteration 13F: 3 clusters Score -110729.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 8642 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Entering Unmasked Estep Score: -18618562.000000 Penalty: 28736.523438 Splitting cluster 19 changes total score from -18612332.000000 to -18618562.000000 So it's getting split into cluster 67. Entering ConstructFrom: Trying to split cluster 20 (8642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Entering Unmasked Estep Score: -350259.281250 Penalty: 299.124847 Iteration 0F: 2 clusters Score -350259.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -344639.593750 Penalty: 598.249695 Iteration 0F: 3 clusters Score -344639.6 nChanged 4012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -347156.718750 Penalty: 598.249695 Iteration 1F: 3 clusters Score -347156.7 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -347403.812500 Penalty: 598.249695 Iteration 2F: 3 clusters Score -347403.8 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -347656.250000 Penalty: 598.249695 Iteration 3F: 3 clusters Score -347656.2 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -347905.468750 Penalty: 598.249695 Iteration 4F: 3 clusters Score -347905.5 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -348217.031250 Penalty: 598.249695 Iteration 5Q: 3 clusters Score -348217 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -348606.687500 Penalty: 598.249695 Iteration 6Q: 3 clusters Score -348606.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -348956.718750 Penalty: 598.249695 Iteration 7Q: 3 clusters Score -348956.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -349179.593750 Penalty: 598.249695 Iteration 8Q: 3 clusters Score -349179.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -349334.187500 Penalty: 598.249695 Iteration 9Q: 3 clusters Score -349334.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -349438.125000 Penalty: 598.249695 Iteration 10Q: 3 clusters Score -349438.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -349523.625000 Penalty: 598.249695 Iteration 11Q: 3 clusters Score -349523.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -349598.937500 Penalty: 598.249695 Iteration 12Q: 3 clusters Score -349598.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -349671.187500 Penalty: 598.249695 Iteration 13Q: 3 clusters Score -349671.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -349737.843750 Penalty: 598.249695 Iteration 14Q: 3 clusters Score -349737.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -349813.218750 Penalty: 598.249695 Iteration 15Q: 3 clusters Score -349813.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -349901.312500 Penalty: 598.249695 Iteration 16Q: 3 clusters Score -349901.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -350015.968750 Penalty: 598.249695 Iteration 17Q: 3 clusters Score -350016 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -350149.656250 Penalty: 598.249695 Iteration 18Q: 3 clusters Score -350149.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -350264.437500 Penalty: 598.249695 Iteration 19Q: 3 clusters Score -350264.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -350327.812500 Penalty: 598.249695 Iteration 20F: 3 clusters Score -350327.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -350347.656250 Penalty: 598.249695 Iteration 21Q: 3 clusters Score -350347.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -350353.750000 Penalty: 598.249695 Iteration 22Q: 3 clusters Score -350353.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -350355.062500 Penalty: 598.249695 Iteration 23Q: 3 clusters Score -350355.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -350355.187500 Penalty: 598.249695 Iteration 24Q: 3 clusters Score -350355.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -350355.531250 Penalty: 598.249695 Iteration 25Q: 3 clusters Score -350355.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -350355.687500 Penalty: 598.249695 Iteration 26Q: 3 clusters Score -350355.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -350355.687500 Penalty: 598.249695 Iteration 27F: 3 clusters Score -350355.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 2124 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Entering Unmasked Estep Score: -18618534.000000 Penalty: 29165.425781 Splitting cluster 20 changes total score from -18612332.000000 to -18618534.000000 So it's getting split into cluster 68. Entering ConstructFrom: Trying to split cluster 21 (11952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Entering Unmasked Estep Score: -573354.375000 Penalty: 309.825562 Iteration 0F: 2 clusters Score -573354.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -565464.250000 Penalty: 619.651123 Iteration 0F: 3 clusters Score -565464.2 nChanged 5625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -569098.062500 Penalty: 619.651123 Iteration 1F: 3 clusters Score -569098.1 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -569629.937500 Penalty: 619.651123 Iteration 2F: 3 clusters Score -569629.9 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -570315.187500 Penalty: 619.651123 Iteration 3F: 3 clusters Score -570315.2 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -571124.250000 Penalty: 619.651123 Iteration 4F: 3 clusters Score -571124.2 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -571878.375000 Penalty: 619.651123 Iteration 5F: 3 clusters Score -571878.4 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -572420.750000 Penalty: 619.651123 Iteration 6Q: 3 clusters Score -572420.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -572736.875000 Penalty: 619.651123 Iteration 7Q: 3 clusters Score -572736.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -572906.375000 Penalty: 619.651123 Iteration 8Q: 3 clusters Score -572906.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -573010.812500 Penalty: 619.651123 Iteration 9Q: 3 clusters Score -573010.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -573044.187500 Penalty: 619.651123 Iteration 10Q: 3 clusters Score -573044.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -573067.437500 Penalty: 619.651123 Iteration 11Q: 3 clusters Score -573067.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -573085.437500 Penalty: 619.651123 Iteration 12Q: 3 clusters Score -573085.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -573107.375000 Penalty: 619.651123 Iteration 13Q: 3 clusters Score -573107.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -573127.437500 Penalty: 619.651123 Iteration 14Q: 3 clusters Score -573127.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -573150.500000 Penalty: 619.651123 Iteration 15Q: 3 clusters Score -573150.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -573162.750000 Penalty: 619.651123 Iteration 16Q: 3 clusters Score -573162.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -573175.312500 Penalty: 619.651123 Iteration 17Q: 3 clusters Score -573175.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -573182.187500 Penalty: 619.651123 Iteration 18Q: 3 clusters Score -573182.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -573189.437500 Penalty: 619.651123 Iteration 19Q: 3 clusters Score -573189.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -573196.125000 Penalty: 619.651123 Iteration 20F: 3 clusters Score -573196.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -573199.312500 Penalty: 619.651123 Iteration 21Q: 3 clusters Score -573199.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -573203.375000 Penalty: 619.651123 Iteration 22Q: 3 clusters Score -573203.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -573216.312500 Penalty: 619.651123 Iteration 23Q: 3 clusters Score -573216.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -573229.375000 Penalty: 619.651123 Iteration 24Q: 3 clusters Score -573229.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -573242.625000 Penalty: 619.651123 Iteration 25Q: 3 clusters Score -573242.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -573250.312500 Penalty: 619.651123 Iteration 26Q: 3 clusters Score -573250.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -573256.062500 Penalty: 619.651123 Iteration 27Q: 3 clusters Score -573256.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -573261.562500 Penalty: 619.651123 Iteration 28Q: 3 clusters Score -573261.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -573266.125000 Penalty: 619.651123 Iteration 29Q: 3 clusters Score -573266.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -573268.562500 Penalty: 619.651123 Iteration 30Q: 3 clusters Score -573268.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -573270.937500 Penalty: 619.651123 Iteration 31Q: 3 clusters Score -573270.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -573269.687500 Penalty: 619.651123 Iteration 32Q: 3 clusters Score -573269.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -573270.500000 Penalty: 619.651123 Iteration 33Q: 3 clusters Score -573270.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -573271.187500 Penalty: 619.651123 Iteration 34Q: 3 clusters Score -573271.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -573271.812500 Penalty: 619.651123 Iteration 35Q: 3 clusters Score -573271.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -573271.187500 Penalty: 619.651123 Iteration 36Q: 3 clusters Score -573271.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -573271.687500 Penalty: 619.651123 Iteration 37Q: 3 clusters Score -573271.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 11490 members Entering Unmasked Estep Score: -573273.062500 Penalty: 619.651123 Iteration 38Q: 3 clusters Score -573273.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 11490 members Entering Unmasked Estep Score: -573273.625000 Penalty: 619.651123 Iteration 39Q: 3 clusters Score -573273.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -573274.312500 Penalty: 619.651123 Iteration 40F: 3 clusters Score -573274.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -573274.250000 Penalty: 619.651123 Iteration 41Q: 3 clusters Score -573274.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -573274.312500 Penalty: 619.651123 Iteration 42Q: 3 clusters Score -573274.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -573275.125000 Penalty: 619.651123 Iteration 43Q: 3 clusters Score -573275.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -573275.687500 Penalty: 619.651123 Iteration 44Q: 3 clusters Score -573275.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -573277.187500 Penalty: 619.651123 Iteration 45Q: 3 clusters Score -573277.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -573277.562500 Penalty: 619.651123 Iteration 46Q: 3 clusters Score -573277.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 11475 members Entering Unmasked Estep Score: -573277.062500 Penalty: 619.651123 Iteration 47Q: 3 clusters Score -573277.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -573277.750000 Penalty: 619.651123 Iteration 48Q: 3 clusters Score -573277.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -573278.250000 Penalty: 619.651123 Iteration 49Q: 3 clusters Score -573278.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -573278.250000 Penalty: 619.651123 Iteration 50F: 3 clusters Score -573278.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Entering Unmasked Estep Score: -238557.515625 Penalty: 281.493622 Iteration 0F: 2 clusters Score -238557.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -235100.828125 Penalty: 562.987244 Iteration 0F: 3 clusters Score -235100.8 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -236532.125000 Penalty: 562.987244 Iteration 1F: 3 clusters Score -236532.1 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -236842.218750 Penalty: 562.987244 Iteration 2F: 3 clusters Score -236842.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -237156.703125 Penalty: 562.987244 Iteration 3F: 3 clusters Score -237156.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -237416.546875 Penalty: 562.987244 Iteration 4F: 3 clusters Score -237416.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -237607.000000 Penalty: 562.987244 Iteration 5F: 3 clusters Score -237607 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -237735.562500 Penalty: 562.987244 Iteration 6Q: 3 clusters Score -237735.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -237805.750000 Penalty: 562.987244 Iteration 7Q: 3 clusters Score -237805.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -237867.343750 Penalty: 562.987244 Iteration 8Q: 3 clusters Score -237867.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -237913.531250 Penalty: 562.987244 Iteration 9Q: 3 clusters Score -237913.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -237950.687500 Penalty: 562.987244 Iteration 10Q: 3 clusters Score -237950.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -237992.765625 Penalty: 562.987244 Iteration 11Q: 3 clusters Score -237992.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -238043.937500 Penalty: 562.987244 Iteration 12Q: 3 clusters Score -238043.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -238095.234375 Penalty: 562.987244 Iteration 13Q: 3 clusters Score -238095.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -238147.406250 Penalty: 562.987244 Iteration 14Q: 3 clusters Score -238147.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -238196.828125 Penalty: 562.987244 Iteration 15Q: 3 clusters Score -238196.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -238242.281250 Penalty: 562.987244 Iteration 16Q: 3 clusters Score -238242.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -238278.218750 Penalty: 562.987244 Iteration 17Q: 3 clusters Score -238278.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -238312.937500 Penalty: 562.987244 Iteration 18Q: 3 clusters Score -238312.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -238349.281250 Penalty: 562.987244 Iteration 19Q: 3 clusters Score -238349.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -238381.812500 Penalty: 562.987244 Iteration 20F: 3 clusters Score -238381.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -238420.796875 Penalty: 562.987244 Iteration 21Q: 3 clusters Score -238420.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -238438.015625 Penalty: 562.987244 Iteration 22Q: 3 clusters Score -238438 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -238452.328125 Penalty: 562.987244 Iteration 23Q: 3 clusters Score -238452.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -238463.046875 Penalty: 562.987244 Iteration 24Q: 3 clusters Score -238463 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -238471.250000 Penalty: 562.987244 Iteration 25Q: 3 clusters Score -238471.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -238476.890625 Penalty: 562.987244 Iteration 26Q: 3 clusters Score -238476.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -238479.828125 Penalty: 562.987244 Iteration 27Q: 3 clusters Score -238479.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -238483.187500 Penalty: 562.987244 Iteration 28Q: 3 clusters Score -238483.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -238484.515625 Penalty: 562.987244 Iteration 29Q: 3 clusters Score -238484.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -238486.109375 Penalty: 562.987244 Iteration 30Q: 3 clusters Score -238486.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -238486.125000 Penalty: 562.987244 Iteration 31Q: 3 clusters Score -238486.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -238487.046875 Penalty: 562.987244 Iteration 32Q: 3 clusters Score -238487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -238487.468750 Penalty: 562.987244 Iteration 33Q: 3 clusters Score -238487.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -238487.453125 Penalty: 562.987244 Iteration 34Q: 3 clusters Score -238487.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -238488.078125 Penalty: 562.987244 Iteration 35F: 3 clusters Score -238488.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -238488.640625 Penalty: 562.987244 Iteration 36Q: 3 clusters Score -238488.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -238489.609375 Penalty: 562.987244 Iteration 37Q: 3 clusters Score -238489.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -238489.875000 Penalty: 562.987244 Iteration 38Q: 3 clusters Score -238489.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -238490.296875 Penalty: 562.987244 Iteration 39Q: 3 clusters Score -238490.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -238490.296875 Penalty: 562.987244 Iteration 40F: 3 clusters Score -238490.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (11922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Entering Unmasked Estep Score: -553814.750000 Penalty: 309.742645 Iteration 0F: 2 clusters Score -553814.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -545901.312500 Penalty: 619.485291 Iteration 0F: 3 clusters Score -545901.3 nChanged 5685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -549189.250000 Penalty: 619.485291 Iteration 1F: 3 clusters Score -549189.2 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -549522.750000 Penalty: 619.485291 Iteration 2F: 3 clusters Score -549522.8 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -549928.500000 Penalty: 619.485291 Iteration 3F: 3 clusters Score -549928.5 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -550480.062500 Penalty: 619.485291 Iteration 4F: 3 clusters Score -550480.1 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -551184.437500 Penalty: 619.485291 Iteration 5F: 3 clusters Score -551184.4 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -551908.875000 Penalty: 619.485291 Iteration 6F: 3 clusters Score -551908.9 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -552506.562500 Penalty: 619.485291 Iteration 7F: 3 clusters Score -552506.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -552849.625000 Penalty: 619.485291 Iteration 8Q: 3 clusters Score -552849.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -553108.125000 Penalty: 619.485291 Iteration 9Q: 3 clusters Score -553108.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -553287.000000 Penalty: 619.485291 Iteration 10Q: 3 clusters Score -553287 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -553378.437500 Penalty: 619.485291 Iteration 11Q: 3 clusters Score -553378.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -553436.250000 Penalty: 619.485291 Iteration 12Q: 3 clusters Score -553436.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -553469.000000 Penalty: 619.485291 Iteration 13Q: 3 clusters Score -553469 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -553498.187500 Penalty: 619.485291 Iteration 14Q: 3 clusters Score -553498.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -553521.125000 Penalty: 619.485291 Iteration 15Q: 3 clusters Score -553521.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -553537.687500 Penalty: 619.485291 Iteration 16Q: 3 clusters Score -553537.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -553552.812500 Penalty: 619.485291 Iteration 17Q: 3 clusters Score -553552.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -553568.750000 Penalty: 619.485291 Iteration 18Q: 3 clusters Score -553568.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -553572.937500 Penalty: 619.485291 Iteration 19Q: 3 clusters Score -553572.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -553574.187500 Penalty: 619.485291 Iteration 20F: 3 clusters Score -553574.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -553575.312500 Penalty: 619.485291 Iteration 21Q: 3 clusters Score -553575.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -553576.000000 Penalty: 619.485291 Iteration 22Q: 3 clusters Score -553576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -553576.000000 Penalty: 619.485291 Iteration 23F: 3 clusters Score -553576 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Entering Unmasked Estep Score: -91859.093750 Penalty: 252.814865 Iteration 0F: 2 clusters Score -91859.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -90374.281250 Penalty: 505.629730 Iteration 0F: 3 clusters Score -90374.28 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -91073.515625 Penalty: 505.629730 Iteration 1F: 3 clusters Score -91073.52 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -91221.101562 Penalty: 505.629730 Iteration 2F: 3 clusters Score -91221.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -91385.695312 Penalty: 505.629730 Iteration 3F: 3 clusters Score -91385.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -91544.164062 Penalty: 505.629730 Iteration 4F: 3 clusters Score -91544.16 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -91652.593750 Penalty: 505.629730 Iteration 5F: 3 clusters Score -91652.59 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -91710.203125 Penalty: 505.629730 Iteration 6Q: 3 clusters Score -91710.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -91732.500000 Penalty: 505.629730 Iteration 7Q: 3 clusters Score -91732.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -91760.757812 Penalty: 505.629730 Iteration 8Q: 3 clusters Score -91760.76 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -91813.054688 Penalty: 505.629730 Iteration 9Q: 3 clusters Score -91813.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -91871.968750 Penalty: 505.629730 Iteration 10Q: 3 clusters Score -91871.97 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -91908.992188 Penalty: 505.629730 Iteration 11Q: 3 clusters Score -91908.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -91954.054688 Penalty: 505.629730 Iteration 12Q: 3 clusters Score -91954.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -92014.414062 Penalty: 505.629730 Iteration 13Q: 3 clusters Score -92014.41 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -92098.429688 Penalty: 505.629730 Iteration 14Q: 3 clusters Score -92098.43 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -92131.820312 Penalty: 505.629730 Iteration 15Q: 3 clusters Score -92131.82 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -92158.796875 Penalty: 505.629730 Iteration 16Q: 3 clusters Score -92158.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -92223.351562 Penalty: 505.629730 Iteration 17Q: 3 clusters Score -92223.35 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -92512.234375 Penalty: 505.629730 Iteration 18Q: 3 clusters Score -92512.23 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -92799.335938 Penalty: 505.629730 Iteration 19Q: 3 clusters Score -92799.34 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -92881.109375 Penalty: 505.629730 Iteration 20F: 3 clusters Score -92881.11 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -92972.031250 Penalty: 505.629730 Iteration 21Q: 3 clusters Score -92972.03 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -93054.375000 Penalty: 505.629730 Iteration 22Q: 3 clusters Score -93054.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -93076.773438 Penalty: 505.629730 Iteration 23Q: 3 clusters Score -93076.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -93078.039062 Penalty: 505.629730 Iteration 24Q: 3 clusters Score -93078.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -93078.039062 Penalty: 505.629730 Iteration 25F: 3 clusters Score -93078.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 4834 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Entering Unmasked Estep Score: -18619580.000000 Penalty: 29594.328125 Splitting cluster 24 changes total score from -18612332.000000 to -18619580.000000 So it's getting split into cluster 69. Entering ConstructFrom: Trying to split cluster 25 (4834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Entering Unmasked Estep Score: -225864.000000 Penalty: 279.953186 Iteration 0F: 2 clusters Score -225864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -222578.437500 Penalty: 559.906372 Iteration 0F: 3 clusters Score -222578.4 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -223978.921875 Penalty: 559.906372 Iteration 1F: 3 clusters Score -223978.9 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -224242.500000 Penalty: 559.906372 Iteration 2F: 3 clusters Score -224242.5 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -224566.828125 Penalty: 559.906372 Iteration 3F: 3 clusters Score -224566.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -224931.359375 Penalty: 559.906372 Iteration 4F: 3 clusters Score -224931.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -225241.312500 Penalty: 559.906372 Iteration 5F: 3 clusters Score -225241.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -225489.875000 Penalty: 559.906372 Iteration 6F: 3 clusters Score -225489.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -225623.734375 Penalty: 559.906372 Iteration 7Q: 3 clusters Score -225623.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -225700.484375 Penalty: 559.906372 Iteration 8Q: 3 clusters Score -225700.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -225765.500000 Penalty: 559.906372 Iteration 9Q: 3 clusters Score -225765.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -225821.500000 Penalty: 559.906372 Iteration 10Q: 3 clusters Score -225821.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -225851.656250 Penalty: 559.906372 Iteration 11Q: 3 clusters Score -225851.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -225869.343750 Penalty: 559.906372 Iteration 12Q: 3 clusters Score -225869.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -225883.390625 Penalty: 559.906372 Iteration 13Q: 3 clusters Score -225883.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -225891.953125 Penalty: 559.906372 Iteration 14Q: 3 clusters Score -225892 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -225897.656250 Penalty: 559.906372 Iteration 15Q: 3 clusters Score -225897.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -225904.140625 Penalty: 559.906372 Iteration 16Q: 3 clusters Score -225904.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -225911.609375 Penalty: 559.906372 Iteration 17Q: 3 clusters Score -225911.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -225920.562500 Penalty: 559.906372 Iteration 18Q: 3 clusters Score -225920.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -225924.140625 Penalty: 559.906372 Iteration 19Q: 3 clusters Score -225924.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -225931.375000 Penalty: 559.906372 Iteration 20F: 3 clusters Score -225931.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -225942.718750 Penalty: 559.906372 Iteration 21Q: 3 clusters Score -225942.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -225956.500000 Penalty: 559.906372 Iteration 22Q: 3 clusters Score -225956.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -225972.562500 Penalty: 559.906372 Iteration 23Q: 3 clusters Score -225972.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -225988.828125 Penalty: 559.906372 Iteration 24Q: 3 clusters Score -225988.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -226005.375000 Penalty: 559.906372 Iteration 25Q: 3 clusters Score -226005.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -226026.953125 Penalty: 559.906372 Iteration 26Q: 3 clusters Score -226027 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -226043.734375 Penalty: 559.906372 Iteration 27Q: 3 clusters Score -226043.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -226053.531250 Penalty: 559.906372 Iteration 28Q: 3 clusters Score -226053.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -226057.500000 Penalty: 559.906372 Iteration 29Q: 3 clusters Score -226057.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -226062.031250 Penalty: 559.906372 Iteration 30Q: 3 clusters Score -226062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -226069.281250 Penalty: 559.906372 Iteration 31Q: 3 clusters Score -226069.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -226080.500000 Penalty: 559.906372 Iteration 32Q: 3 clusters Score -226080.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -226086.078125 Penalty: 559.906372 Iteration 33Q: 3 clusters Score -226086.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -226090.406250 Penalty: 559.906372 Iteration 34Q: 3 clusters Score -226090.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -226097.203125 Penalty: 559.906372 Iteration 35Q: 3 clusters Score -226097.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -226100.437500 Penalty: 559.906372 Iteration 36Q: 3 clusters Score -226100.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -226103.234375 Penalty: 559.906372 Iteration 37Q: 3 clusters Score -226103.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -226105.453125 Penalty: 559.906372 Iteration 38Q: 3 clusters Score -226105.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -226106.968750 Penalty: 559.906372 Iteration 39Q: 3 clusters Score -226107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -226111.343750 Penalty: 559.906372 Iteration 40F: 3 clusters Score -226111.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -226113.796875 Penalty: 559.906372 Iteration 41Q: 3 clusters Score -226113.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -226116.515625 Penalty: 559.906372 Iteration 42Q: 3 clusters Score -226116.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -226122.406250 Penalty: 559.906372 Iteration 43Q: 3 clusters Score -226122.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -226124.875000 Penalty: 559.906372 Iteration 44Q: 3 clusters Score -226124.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -226127.500000 Penalty: 559.906372 Iteration 45Q: 3 clusters Score -226127.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -226129.125000 Penalty: 559.906372 Iteration 46Q: 3 clusters Score -226129.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -226130.640625 Penalty: 559.906372 Iteration 47Q: 3 clusters Score -226130.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -226131.656250 Penalty: 559.906372 Iteration 48Q: 3 clusters Score -226131.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -226132.328125 Penalty: 559.906372 Iteration 49Q: 3 clusters Score -226132.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -226133.062500 Penalty: 559.906372 Iteration 50Q: 3 clusters Score -226133.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -226133.343750 Penalty: 559.906372 Iteration 51Q: 3 clusters Score -226133.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -226133.812500 Penalty: 559.906372 Iteration 52Q: 3 clusters Score -226133.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -226134.015625 Penalty: 559.906372 Iteration 53Q: 3 clusters Score -226134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -226134.343750 Penalty: 559.906372 Iteration 54Q: 3 clusters Score -226134.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -226135.203125 Penalty: 559.906372 Iteration 55Q: 3 clusters Score -226135.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -226135.156250 Penalty: 559.906372 Iteration 56Q: 3 clusters Score -226135.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -226135.343750 Penalty: 559.906372 Iteration 57Q: 3 clusters Score -226135.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -226135.796875 Penalty: 559.906372 Iteration 58Q: 3 clusters Score -226135.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -226137.062500 Penalty: 559.906372 Iteration 59Q: 3 clusters Score -226137.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -226137.187500 Penalty: 559.906372 Iteration 60F: 3 clusters Score -226137.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -226137.609375 Penalty: 559.906372 Iteration 61Q: 3 clusters Score -226137.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -226138.453125 Penalty: 559.906372 Iteration 62Q: 3 clusters Score -226138.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -226139.031250 Penalty: 559.906372 Iteration 63Q: 3 clusters Score -226139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -226139.203125 Penalty: 559.906372 Iteration 64Q: 3 clusters Score -226139.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -226139.203125 Penalty: 559.906372 Iteration 65F: 3 clusters Score -226139.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 2686 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Entering Unmasked Estep Score: -18619694.000000 Penalty: 30023.232422 Splitting cluster 25 changes total score from -18612332.000000 to -18619694.000000 So it's getting split into cluster 70. Entering ConstructFrom: Trying to split cluster 26 (3602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Entering Unmasked Estep Score: -168098.796875 Penalty: 270.245056 Iteration 0F: 2 clusters Score -168098.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -165692.750000 Penalty: 540.490112 Iteration 0F: 3 clusters Score -165692.8 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -166654.453125 Penalty: 540.490112 Iteration 1F: 3 clusters Score -166654.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -166863.984375 Penalty: 540.490112 Iteration 2F: 3 clusters Score -166864 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -167121.093750 Penalty: 540.490112 Iteration 3F: 3 clusters Score -167121.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -167405.265625 Penalty: 540.490112 Iteration 4F: 3 clusters Score -167405.3 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -167655.234375 Penalty: 540.490112 Iteration 5F: 3 clusters Score -167655.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -167792.718750 Penalty: 540.490112 Iteration 6Q: 3 clusters Score -167792.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -167867.750000 Penalty: 540.490112 Iteration 7Q: 3 clusters Score -167867.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -167899.578125 Penalty: 540.490112 Iteration 8Q: 3 clusters Score -167899.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -167925.390625 Penalty: 540.490112 Iteration 9Q: 3 clusters Score -167925.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -167940.171875 Penalty: 540.490112 Iteration 10Q: 3 clusters Score -167940.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -167945.312500 Penalty: 540.490112 Iteration 11Q: 3 clusters Score -167945.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -167945.656250 Penalty: 540.490112 Iteration 12Q: 3 clusters Score -167945.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -167945.968750 Penalty: 540.490112 Iteration 13Q: 3 clusters Score -167946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -167945.968750 Penalty: 540.490112 Iteration 14F: 3 clusters Score -167946 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Entering Unmasked Estep Score: -110463.093750 Penalty: 260.561676 Iteration 0F: 2 clusters Score -110463.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -108614.882812 Penalty: 521.123352 Iteration 0F: 3 clusters Score -108614.9 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -109453.578125 Penalty: 521.123352 Iteration 1F: 3 clusters Score -109453.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -109642.328125 Penalty: 521.123352 Iteration 2F: 3 clusters Score -109642.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -109764.742188 Penalty: 521.123352 Iteration 3F: 3 clusters Score -109764.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -109873.093750 Penalty: 521.123352 Iteration 4F: 3 clusters Score -109873.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -109987.335938 Penalty: 521.123352 Iteration 5Q: 3 clusters Score -109987.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -110111.257812 Penalty: 521.123352 Iteration 6Q: 3 clusters Score -110111.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -110216.789062 Penalty: 521.123352 Iteration 7Q: 3 clusters Score -110216.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -110280.062500 Penalty: 521.123352 Iteration 8Q: 3 clusters Score -110280.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -110314.125000 Penalty: 521.123352 Iteration 9Q: 3 clusters Score -110314.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -110340.851562 Penalty: 521.123352 Iteration 10Q: 3 clusters Score -110340.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -110364.500000 Penalty: 521.123352 Iteration 11Q: 3 clusters Score -110364.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -110385.609375 Penalty: 521.123352 Iteration 12Q: 3 clusters Score -110385.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -110394.031250 Penalty: 521.123352 Iteration 13Q: 3 clusters Score -110394 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -110398.460938 Penalty: 521.123352 Iteration 14Q: 3 clusters Score -110398.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -110404.656250 Penalty: 521.123352 Iteration 15Q: 3 clusters Score -110404.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -110412.468750 Penalty: 521.123352 Iteration 16Q: 3 clusters Score -110412.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -110421.773438 Penalty: 521.123352 Iteration 17Q: 3 clusters Score -110421.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -110437.117188 Penalty: 521.123352 Iteration 18Q: 3 clusters Score -110437.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -110462.359375 Penalty: 521.123352 Iteration 19Q: 3 clusters Score -110462.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -110544.570312 Penalty: 521.123352 Iteration 20F: 3 clusters Score -110544.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -110602.585938 Penalty: 521.123352 Iteration 21Q: 3 clusters Score -110602.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -110609.273438 Penalty: 521.123352 Iteration 22Q: 3 clusters Score -110609.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -110610.718750 Penalty: 521.123352 Iteration 23Q: 3 clusters Score -110610.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -110612.093750 Penalty: 521.123352 Iteration 24Q: 3 clusters Score -110612.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -110612.609375 Penalty: 521.123352 Iteration 25Q: 3 clusters Score -110612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -110613.296875 Penalty: 521.123352 Iteration 26Q: 3 clusters Score -110613.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -110613.460938 Penalty: 521.123352 Iteration 27Q: 3 clusters Score -110613.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -110613.882812 Penalty: 521.123352 Iteration 28Q: 3 clusters Score -110613.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -110613.921875 Penalty: 521.123352 Iteration 29Q: 3 clusters Score -110613.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -110613.921875 Penalty: 521.123352 Iteration 30F: 3 clusters Score -110613.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 2388 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Entering Unmasked Estep Score: -18619676.000000 Penalty: 30452.136719 Splitting cluster 27 changes total score from -18612332.000000 to -18619676.000000 So it's getting split into cluster 71. Entering ConstructFrom: Trying to split cluster 28 (4912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Entering Unmasked Estep Score: -228519.750000 Penalty: 280.481415 Iteration 0F: 2 clusters Score -228519.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -225257.187500 Penalty: 560.962830 Iteration 0F: 3 clusters Score -225257.2 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -226704.765625 Penalty: 560.962830 Iteration 1F: 3 clusters Score -226704.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -226920.875000 Penalty: 560.962830 Iteration 2F: 3 clusters Score -226920.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -227111.281250 Penalty: 560.962830 Iteration 3F: 3 clusters Score -227111.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -227301.640625 Penalty: 560.962830 Iteration 4F: 3 clusters Score -227301.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -227471.734375 Penalty: 560.962830 Iteration 5F: 3 clusters Score -227471.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -227628.828125 Penalty: 560.962830 Iteration 6F: 3 clusters Score -227628.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -227743.328125 Penalty: 560.962830 Iteration 7Q: 3 clusters Score -227743.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -227829.859375 Penalty: 560.962830 Iteration 8Q: 3 clusters Score -227829.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -227892.750000 Penalty: 560.962830 Iteration 9Q: 3 clusters Score -227892.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -227931.046875 Penalty: 560.962830 Iteration 10Q: 3 clusters Score -227931 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -227959.734375 Penalty: 560.962830 Iteration 11Q: 3 clusters Score -227959.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -227987.609375 Penalty: 560.962830 Iteration 12Q: 3 clusters Score -227987.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -228007.421875 Penalty: 560.962830 Iteration 13Q: 3 clusters Score -228007.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -228025.468750 Penalty: 560.962830 Iteration 14Q: 3 clusters Score -228025.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -228038.718750 Penalty: 560.962830 Iteration 15Q: 3 clusters Score -228038.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -228049.343750 Penalty: 560.962830 Iteration 16Q: 3 clusters Score -228049.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -228062.359375 Penalty: 560.962830 Iteration 17Q: 3 clusters Score -228062.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -228074.234375 Penalty: 560.962830 Iteration 18Q: 3 clusters Score -228074.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -228087.812500 Penalty: 560.962830 Iteration 19Q: 3 clusters Score -228087.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -228097.593750 Penalty: 560.962830 Iteration 20F: 3 clusters Score -228097.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -228105.984375 Penalty: 560.962830 Iteration 21Q: 3 clusters Score -228106 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -228122.328125 Penalty: 560.962830 Iteration 22Q: 3 clusters Score -228122.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -228147.859375 Penalty: 560.962830 Iteration 23Q: 3 clusters Score -228147.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -228175.203125 Penalty: 560.962830 Iteration 24Q: 3 clusters Score -228175.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -228192.093750 Penalty: 560.962830 Iteration 25Q: 3 clusters Score -228192.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -228215.718750 Penalty: 560.962830 Iteration 26Q: 3 clusters Score -228215.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -228237.921875 Penalty: 560.962830 Iteration 27Q: 3 clusters Score -228237.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -228254.906250 Penalty: 560.962830 Iteration 28Q: 3 clusters Score -228254.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -228267.843750 Penalty: 560.962830 Iteration 29Q: 3 clusters Score -228267.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -228279.468750 Penalty: 560.962830 Iteration 30Q: 3 clusters Score -228279.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -228289.125000 Penalty: 560.962830 Iteration 31Q: 3 clusters Score -228289.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -228295.750000 Penalty: 560.962830 Iteration 32Q: 3 clusters Score -228295.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -228299.875000 Penalty: 560.962830 Iteration 33Q: 3 clusters Score -228299.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -228302.656250 Penalty: 560.962830 Iteration 34Q: 3 clusters Score -228302.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -228306.015625 Penalty: 560.962830 Iteration 35Q: 3 clusters Score -228306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -228309.390625 Penalty: 560.962830 Iteration 36Q: 3 clusters Score -228309.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -228312.437500 Penalty: 560.962830 Iteration 37Q: 3 clusters Score -228312.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -228316.078125 Penalty: 560.962830 Iteration 38Q: 3 clusters Score -228316.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -228318.328125 Penalty: 560.962830 Iteration 39Q: 3 clusters Score -228318.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -228320.328125 Penalty: 560.962830 Iteration 40F: 3 clusters Score -228320.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -228321.500000 Penalty: 560.962830 Iteration 41Q: 3 clusters Score -228321.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -228323.171875 Penalty: 560.962830 Iteration 42Q: 3 clusters Score -228323.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -228325.765625 Penalty: 560.962830 Iteration 43Q: 3 clusters Score -228325.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -228329.203125 Penalty: 560.962830 Iteration 44Q: 3 clusters Score -228329.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -228332.281250 Penalty: 560.962830 Iteration 45Q: 3 clusters Score -228332.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -228335.156250 Penalty: 560.962830 Iteration 46Q: 3 clusters Score -228335.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -228338.328125 Penalty: 560.962830 Iteration 47Q: 3 clusters Score -228338.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -228342.343750 Penalty: 560.962830 Iteration 48Q: 3 clusters Score -228342.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -228345.593750 Penalty: 560.962830 Iteration 49Q: 3 clusters Score -228345.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -228346.171875 Penalty: 560.962830 Iteration 50Q: 3 clusters Score -228346.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -228347.343750 Penalty: 560.962830 Iteration 51Q: 3 clusters Score -228347.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -228348.453125 Penalty: 560.962830 Iteration 52Q: 3 clusters Score -228348.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -228351.843750 Penalty: 560.962830 Iteration 53Q: 3 clusters Score -228351.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -228355.906250 Penalty: 560.962830 Iteration 54Q: 3 clusters Score -228355.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -228359.203125 Penalty: 560.962830 Iteration 55Q: 3 clusters Score -228359.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -228359.796875 Penalty: 560.962830 Iteration 56Q: 3 clusters Score -228359.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -228360.031250 Penalty: 560.962830 Iteration 57Q: 3 clusters Score -228360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -228360.765625 Penalty: 560.962830 Iteration 58Q: 3 clusters Score -228360.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -228361.609375 Penalty: 560.962830 Iteration 59Q: 3 clusters Score -228361.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -228361.796875 Penalty: 560.962830 Iteration 60F: 3 clusters Score -228361.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -228361.484375 Penalty: 560.962830 Iteration 61Q: 3 clusters Score -228361.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -228361.484375 Penalty: 560.962830 Iteration 62F: 3 clusters Score -228361.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Entering Unmasked Estep Score: -156765.218750 Penalty: 267.969635 Iteration 0F: 2 clusters Score -156765.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -154532.156250 Penalty: 535.939270 Iteration 0F: 3 clusters Score -154532.2 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -155469.593750 Penalty: 535.939270 Iteration 1F: 3 clusters Score -155469.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -155634.906250 Penalty: 535.939270 Iteration 2F: 3 clusters Score -155634.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -155810.500000 Penalty: 535.939270 Iteration 3F: 3 clusters Score -155810.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -155989.359375 Penalty: 535.939270 Iteration 4F: 3 clusters Score -155989.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -156146.500000 Penalty: 535.939270 Iteration 5F: 3 clusters Score -156146.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -156242.718750 Penalty: 535.939270 Iteration 6Q: 3 clusters Score -156242.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -156327.109375 Penalty: 535.939270 Iteration 7Q: 3 clusters Score -156327.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -156396.109375 Penalty: 535.939270 Iteration 8Q: 3 clusters Score -156396.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -156460.093750 Penalty: 535.939270 Iteration 9Q: 3 clusters Score -156460.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -156492.125000 Penalty: 535.939270 Iteration 10Q: 3 clusters Score -156492.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -156511.078125 Penalty: 535.939270 Iteration 11Q: 3 clusters Score -156511.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -156526.734375 Penalty: 535.939270 Iteration 12Q: 3 clusters Score -156526.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -156535.093750 Penalty: 535.939270 Iteration 13Q: 3 clusters Score -156535.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -156536.750000 Penalty: 535.939270 Iteration 14Q: 3 clusters Score -156536.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -156537.109375 Penalty: 535.939270 Iteration 15Q: 3 clusters Score -156537.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -156537.109375 Penalty: 535.939270 Iteration 16F: 3 clusters Score -156537.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Entering Unmasked Estep Score: -88243.875000 Penalty: 256.680969 Iteration 0F: 2 clusters Score -88243.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -86599.406250 Penalty: 513.361938 Iteration 0F: 3 clusters Score -86599.41 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -87378.664062 Penalty: 513.361938 Iteration 1F: 3 clusters Score -87378.66 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -87566.976562 Penalty: 513.361938 Iteration 2F: 3 clusters Score -87566.98 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -87726.953125 Penalty: 513.361938 Iteration 3F: 3 clusters Score -87726.95 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -87855.335938 Penalty: 513.361938 Iteration 4F: 3 clusters Score -87855.34 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -87932.664062 Penalty: 513.361938 Iteration 5Q: 3 clusters Score -87932.66 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -87997.976562 Penalty: 513.361938 Iteration 6Q: 3 clusters Score -87997.98 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -88043.523438 Penalty: 513.361938 Iteration 7Q: 3 clusters Score -88043.52 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -88085.585938 Penalty: 513.361938 Iteration 8Q: 3 clusters Score -88085.59 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -88111.507812 Penalty: 513.361938 Iteration 9Q: 3 clusters Score -88111.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -88123.882812 Penalty: 513.361938 Iteration 10Q: 3 clusters Score -88123.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -88132.570312 Penalty: 513.361938 Iteration 11Q: 3 clusters Score -88132.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -88144.757812 Penalty: 513.361938 Iteration 12Q: 3 clusters Score -88144.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -88158.601562 Penalty: 513.361938 Iteration 13Q: 3 clusters Score -88158.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -88178.367188 Penalty: 513.361938 Iteration 14Q: 3 clusters Score -88178.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -88196.164062 Penalty: 513.361938 Iteration 15Q: 3 clusters Score -88196.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -88211.835938 Penalty: 513.361938 Iteration 16Q: 3 clusters Score -88211.84 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -88227.914062 Penalty: 513.361938 Iteration 17Q: 3 clusters Score -88227.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -88242.562500 Penalty: 513.361938 Iteration 18Q: 3 clusters Score -88242.56 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -88261.695312 Penalty: 513.361938 Iteration 19Q: 3 clusters Score -88261.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -88281.953125 Penalty: 513.361938 Iteration 20F: 3 clusters Score -88281.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -88304.437500 Penalty: 513.361938 Iteration 21Q: 3 clusters Score -88304.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -88322.406250 Penalty: 513.361938 Iteration 22Q: 3 clusters Score -88322.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -88332.414062 Penalty: 513.361938 Iteration 23Q: 3 clusters Score -88332.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -88343.585938 Penalty: 513.361938 Iteration 24Q: 3 clusters Score -88343.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -88359.312500 Penalty: 513.361938 Iteration 25Q: 3 clusters Score -88359.31 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -88373.125000 Penalty: 513.361938 Iteration 26Q: 3 clusters Score -88373.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -88385.234375 Penalty: 513.361938 Iteration 27Q: 3 clusters Score -88385.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -88396.882812 Penalty: 513.361938 Iteration 28Q: 3 clusters Score -88396.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -88405.453125 Penalty: 513.361938 Iteration 29Q: 3 clusters Score -88405.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -88408.382812 Penalty: 513.361938 Iteration 30Q: 3 clusters Score -88408.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -88411.000000 Penalty: 513.361938 Iteration 31Q: 3 clusters Score -88411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -88414.242188 Penalty: 513.361938 Iteration 32Q: 3 clusters Score -88414.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -88417.093750 Penalty: 513.361938 Iteration 33Q: 3 clusters Score -88417.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -88420.203125 Penalty: 513.361938 Iteration 34Q: 3 clusters Score -88420.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -88423.085938 Penalty: 513.361938 Iteration 35Q: 3 clusters Score -88423.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -88425.179688 Penalty: 513.361938 Iteration 36Q: 3 clusters Score -88425.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -88426.414062 Penalty: 513.361938 Iteration 37Q: 3 clusters Score -88426.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -88426.828125 Penalty: 513.361938 Iteration 38Q: 3 clusters Score -88426.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -88427.375000 Penalty: 513.361938 Iteration 39Q: 3 clusters Score -88427.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -88427.421875 Penalty: 513.361938 Iteration 40F: 3 clusters Score -88427.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -88427.609375 Penalty: 513.361938 Iteration 41Q: 3 clusters Score -88427.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -88427.656250 Penalty: 513.361938 Iteration 42Q: 3 clusters Score -88427.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -88427.773438 Penalty: 513.361938 Iteration 43Q: 3 clusters Score -88427.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -88427.773438 Penalty: 513.361938 Iteration 44F: 3 clusters Score -88427.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 4595 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Entering Unmasked Estep Score: -18619704.000000 Penalty: 30881.039062 Splitting cluster 30 changes total score from -18612332.000000 to -18619704.000000 So it's getting split into cluster 72. Entering ConstructFrom: Trying to split cluster 31 (4595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Entering Unmasked Estep Score: -209572.328125 Penalty: 278.279907 Iteration 0F: 2 clusters Score -209572.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -206476.015625 Penalty: 556.559814 Iteration 0F: 3 clusters Score -206476 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -207763.015625 Penalty: 556.559814 Iteration 1F: 3 clusters Score -207763 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -208068.421875 Penalty: 556.559814 Iteration 2F: 3 clusters Score -208068.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -208391.078125 Penalty: 556.559814 Iteration 3F: 3 clusters Score -208391.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -208677.343750 Penalty: 556.559814 Iteration 4F: 3 clusters Score -208677.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -208939.531250 Penalty: 556.559814 Iteration 5F: 3 clusters Score -208939.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -209160.328125 Penalty: 556.559814 Iteration 6Q: 3 clusters Score -209160.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -209278.953125 Penalty: 556.559814 Iteration 7Q: 3 clusters Score -209279 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -209344.984375 Penalty: 556.559814 Iteration 8Q: 3 clusters Score -209345 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -209396.015625 Penalty: 556.559814 Iteration 9Q: 3 clusters Score -209396 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -209439.562500 Penalty: 556.559814 Iteration 10Q: 3 clusters Score -209439.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -209474.250000 Penalty: 556.559814 Iteration 11Q: 3 clusters Score -209474.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -209508.968750 Penalty: 556.559814 Iteration 12Q: 3 clusters Score -209509 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -209543.546875 Penalty: 556.559814 Iteration 13Q: 3 clusters Score -209543.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -209576.937500 Penalty: 556.559814 Iteration 14Q: 3 clusters Score -209576.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -209620.093750 Penalty: 556.559814 Iteration 15Q: 3 clusters Score -209620.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -209667.687500 Penalty: 556.559814 Iteration 16Q: 3 clusters Score -209667.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -209715.250000 Penalty: 556.559814 Iteration 17Q: 3 clusters Score -209715.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -209761.656250 Penalty: 556.559814 Iteration 18Q: 3 clusters Score -209761.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -209794.531250 Penalty: 556.559814 Iteration 19Q: 3 clusters Score -209794.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -209814.828125 Penalty: 556.559814 Iteration 20F: 3 clusters Score -209814.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -209844.421875 Penalty: 556.559814 Iteration 21Q: 3 clusters Score -209844.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -209905.812500 Penalty: 556.559814 Iteration 22Q: 3 clusters Score -209905.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -209957.906250 Penalty: 556.559814 Iteration 23Q: 3 clusters Score -209957.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -209998.734375 Penalty: 556.559814 Iteration 24Q: 3 clusters Score -209998.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -210023.890625 Penalty: 556.559814 Iteration 25Q: 3 clusters Score -210023.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -210039.609375 Penalty: 556.559814 Iteration 26Q: 3 clusters Score -210039.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -210047.703125 Penalty: 556.559814 Iteration 27Q: 3 clusters Score -210047.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -210049.062500 Penalty: 556.559814 Iteration 28Q: 3 clusters Score -210049.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -210050.531250 Penalty: 556.559814 Iteration 29Q: 3 clusters Score -210050.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -210052.171875 Penalty: 556.559814 Iteration 30Q: 3 clusters Score -210052.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -210054.937500 Penalty: 556.559814 Iteration 31Q: 3 clusters Score -210054.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -210057.703125 Penalty: 556.559814 Iteration 32Q: 3 clusters Score -210057.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -210058.546875 Penalty: 556.559814 Iteration 33Q: 3 clusters Score -210058.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -210058.921875 Penalty: 556.559814 Iteration 34Q: 3 clusters Score -210058.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -210060.171875 Penalty: 556.559814 Iteration 35Q: 3 clusters Score -210060.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -210062.515625 Penalty: 556.559814 Iteration 36Q: 3 clusters Score -210062.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -210064.937500 Penalty: 556.559814 Iteration 37Q: 3 clusters Score -210064.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -210065.781250 Penalty: 556.559814 Iteration 38Q: 3 clusters Score -210065.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -210067.281250 Penalty: 556.559814 Iteration 39Q: 3 clusters Score -210067.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -210069.390625 Penalty: 556.559814 Iteration 40F: 3 clusters Score -210069.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -210073.890625 Penalty: 556.559814 Iteration 41Q: 3 clusters Score -210073.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -210075.656250 Penalty: 556.559814 Iteration 42Q: 3 clusters Score -210075.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -210077.437500 Penalty: 556.559814 Iteration 43Q: 3 clusters Score -210077.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -210077.203125 Penalty: 556.559814 Iteration 44Q: 3 clusters Score -210077.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -210077.203125 Penalty: 556.559814 Iteration 45F: 3 clusters Score -210077.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 14400 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Entering Unmasked Estep Score: -18620046.000000 Penalty: 31309.941406 Splitting cluster 31 changes total score from -18612332.000000 to -18620046.000000 So it's getting split into cluster 73. Entering ConstructFrom: Trying to split cluster 32 (14400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Entering Unmasked Estep Score: -633163.125000 Penalty: 315.974457 Iteration 0F: 2 clusters Score -633163.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -623566.687500 Penalty: 631.948914 Iteration 0F: 3 clusters Score -623566.7 nChanged 6756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -628270.750000 Penalty: 631.948914 Iteration 1F: 3 clusters Score -628270.8 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -629271.500000 Penalty: 631.948914 Iteration 2F: 3 clusters Score -629271.5 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -630335.687500 Penalty: 631.948914 Iteration 3F: 3 clusters Score -630335.7 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -631152.375000 Penalty: 631.948914 Iteration 4F: 3 clusters Score -631152.4 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -631648.437500 Penalty: 631.948914 Iteration 5F: 3 clusters Score -631648.4 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -632016.937500 Penalty: 631.948914 Iteration 6Q: 3 clusters Score -632016.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -632295.687500 Penalty: 631.948914 Iteration 7Q: 3 clusters Score -632295.7 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -632512.750000 Penalty: 631.948914 Iteration 8Q: 3 clusters Score -632512.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -632713.187500 Penalty: 631.948914 Iteration 9Q: 3 clusters Score -632713.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -632893.750000 Penalty: 631.948914 Iteration 10Q: 3 clusters Score -632893.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -633004.625000 Penalty: 631.948914 Iteration 11Q: 3 clusters Score -633004.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -633061.500000 Penalty: 631.948914 Iteration 12Q: 3 clusters Score -633061.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -633096.875000 Penalty: 631.948914 Iteration 13Q: 3 clusters Score -633096.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -633123.937500 Penalty: 631.948914 Iteration 14Q: 3 clusters Score -633123.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -633141.312500 Penalty: 631.948914 Iteration 15Q: 3 clusters Score -633141.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -633152.750000 Penalty: 631.948914 Iteration 16Q: 3 clusters Score -633152.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -633162.187500 Penalty: 631.948914 Iteration 17Q: 3 clusters Score -633162.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -633166.562500 Penalty: 631.948914 Iteration 18Q: 3 clusters Score -633166.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -633166.625000 Penalty: 631.948914 Iteration 19Q: 3 clusters Score -633166.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -633168.875000 Penalty: 631.948914 Iteration 20F: 3 clusters Score -633168.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -633169.062500 Penalty: 631.948914 Iteration 21Q: 3 clusters Score -633169.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -633170.562500 Penalty: 631.948914 Iteration 22Q: 3 clusters Score -633170.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -633170.187500 Penalty: 631.948914 Iteration 23Q: 3 clusters Score -633170.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -633170.125000 Penalty: 631.948914 Iteration 24Q: 3 clusters Score -633170.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -633170.937500 Penalty: 631.948914 Iteration 25Q: 3 clusters Score -633170.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -633171.187500 Penalty: 631.948914 Iteration 26Q: 3 clusters Score -633171.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -633171.875000 Penalty: 631.948914 Iteration 27Q: 3 clusters Score -633171.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -633171.000000 Penalty: 631.948914 Iteration 28Q: 3 clusters Score -633171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -633170.937500 Penalty: 631.948914 Iteration 29Q: 3 clusters Score -633170.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -633171.312500 Penalty: 631.948914 Iteration 30Q: 3 clusters Score -633171.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -633171.375000 Penalty: 631.948914 Iteration 31Q: 3 clusters Score -633171.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -633171.687500 Penalty: 631.948914 Iteration 32Q: 3 clusters Score -633171.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -633171.812500 Penalty: 631.948914 Iteration 33Q: 3 clusters Score -633171.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -633171.437500 Penalty: 631.948914 Iteration 34Q: 3 clusters Score -633171.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -633172.500000 Penalty: 631.948914 Iteration 35Q: 3 clusters Score -633172.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -633173.562500 Penalty: 631.948914 Iteration 36Q: 3 clusters Score -633173.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -633173.562500 Penalty: 631.948914 Iteration 37F: 3 clusters Score -633173.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 5533 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Entering Unmasked Estep Score: -18619968.000000 Penalty: 31738.845703 Splitting cluster 32 changes total score from -18612332.000000 to -18619968.000000 So it's getting split into cluster 74. Entering ConstructFrom: Trying to split cluster 33 (5533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Entering Unmasked Estep Score: -242753.015625 Penalty: 284.410034 Iteration 0F: 2 clusters Score -242753 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -239083.484375 Penalty: 568.820068 Iteration 0F: 3 clusters Score -239083.5 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -240783.500000 Penalty: 568.820068 Iteration 1F: 3 clusters Score -240783.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -241181.812500 Penalty: 568.820068 Iteration 2F: 3 clusters Score -241181.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -241615.093750 Penalty: 568.820068 Iteration 3F: 3 clusters Score -241615.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -241986.375000 Penalty: 568.820068 Iteration 4F: 3 clusters Score -241986.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -242242.265625 Penalty: 568.820068 Iteration 5Q: 3 clusters Score -242242.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -242390.484375 Penalty: 568.820068 Iteration 6Q: 3 clusters Score -242390.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -242491.375000 Penalty: 568.820068 Iteration 7Q: 3 clusters Score -242491.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -242551.500000 Penalty: 568.820068 Iteration 8Q: 3 clusters Score -242551.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -242595.250000 Penalty: 568.820068 Iteration 9Q: 3 clusters Score -242595.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -242627.906250 Penalty: 568.820068 Iteration 10Q: 3 clusters Score -242627.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -242660.171875 Penalty: 568.820068 Iteration 11Q: 3 clusters Score -242660.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -242688.984375 Penalty: 568.820068 Iteration 12Q: 3 clusters Score -242689 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -242712.796875 Penalty: 568.820068 Iteration 13Q: 3 clusters Score -242712.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -242725.109375 Penalty: 568.820068 Iteration 14Q: 3 clusters Score -242725.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -242734.187500 Penalty: 568.820068 Iteration 15Q: 3 clusters Score -242734.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -242740.671875 Penalty: 568.820068 Iteration 16Q: 3 clusters Score -242740.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -242749.453125 Penalty: 568.820068 Iteration 17Q: 3 clusters Score -242749.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -242763.140625 Penalty: 568.820068 Iteration 18Q: 3 clusters Score -242763.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -242779.328125 Penalty: 568.820068 Iteration 19Q: 3 clusters Score -242779.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -242808.437500 Penalty: 568.820068 Iteration 20F: 3 clusters Score -242808.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -242879.328125 Penalty: 568.820068 Iteration 21Q: 3 clusters Score -242879.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -242994.796875 Penalty: 568.820068 Iteration 22Q: 3 clusters Score -242994.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -243066.593750 Penalty: 568.820068 Iteration 23Q: 3 clusters Score -243066.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -243093.781250 Penalty: 568.820068 Iteration 24Q: 3 clusters Score -243093.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -243113.812500 Penalty: 568.820068 Iteration 25Q: 3 clusters Score -243113.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -243129.906250 Penalty: 568.820068 Iteration 26Q: 3 clusters Score -243129.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -243133.921875 Penalty: 568.820068 Iteration 27Q: 3 clusters Score -243133.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -243134.562500 Penalty: 568.820068 Iteration 28Q: 3 clusters Score -243134.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -243135.046875 Penalty: 568.820068 Iteration 29Q: 3 clusters Score -243135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -243135.437500 Penalty: 568.820068 Iteration 30Q: 3 clusters Score -243135.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -243135.437500 Penalty: 568.820068 Iteration 31F: 3 clusters Score -243135.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 5844 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Entering Unmasked Estep Score: -18620194.000000 Penalty: 32167.750000 Splitting cluster 33 changes total score from -18612332.000000 to -18620194.000000 So it's getting split into cluster 75. Entering ConstructFrom: Trying to split cluster 34 (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: -259965.453125 Penalty: 286.214630 Iteration 0F: 2 clusters Score -259965.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -256104.234375 Penalty: 572.429260 Iteration 0F: 3 clusters Score -256104.2 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -257958.328125 Penalty: 572.429260 Iteration 1F: 3 clusters Score -257958.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -258199.953125 Penalty: 572.429260 Iteration 2F: 3 clusters Score -258200 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -258376.078125 Penalty: 572.429260 Iteration 3F: 3 clusters Score -258376.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -258541.906250 Penalty: 572.429260 Iteration 4Q: 3 clusters Score -258541.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -258749.781250 Penalty: 572.429260 Iteration 5Q: 3 clusters Score -258749.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -258918.734375 Penalty: 572.429260 Iteration 6Q: 3 clusters Score -258918.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -259048.437500 Penalty: 572.429260 Iteration 7Q: 3 clusters Score -259048.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -259176.546875 Penalty: 572.429260 Iteration 8Q: 3 clusters Score -259176.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -259333.281250 Penalty: 572.429260 Iteration 9Q: 3 clusters Score -259333.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -259675.015625 Penalty: 572.429260 Iteration 10Q: 3 clusters Score -259675 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -260740.000000 Penalty: 572.429260 Iteration 11Q: 3 clusters Score -260740 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -261755.859375 Penalty: 572.429260 Iteration 12F: 3 clusters Score -261755.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -262244.125000 Penalty: 572.429260 Iteration 13F: 3 clusters Score -262244.1 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -262705.593750 Penalty: 572.429260 Iteration 14F: 3 clusters Score -262705.6 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -263023.156250 Penalty: 572.429260 Iteration 15F: 3 clusters Score -263023.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -263223.093750 Penalty: 572.429260 Iteration 16Q: 3 clusters Score -263223.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -263342.687500 Penalty: 572.429260 Iteration 17Q: 3 clusters Score -263342.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -263394.250000 Penalty: 572.429260 Iteration 18Q: 3 clusters Score -263394.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -263424.781250 Penalty: 572.429260 Iteration 19Q: 3 clusters Score -263424.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -263449.781250 Penalty: 572.429260 Iteration 20F: 3 clusters Score -263449.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -263467.562500 Penalty: 572.429260 Iteration 21Q: 3 clusters Score -263467.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -263472.593750 Penalty: 572.429260 Iteration 22Q: 3 clusters Score -263472.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -263473.406250 Penalty: 572.429260 Iteration 23Q: 3 clusters Score -263473.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -263473.437500 Penalty: 572.429260 Iteration 24Q: 3 clusters Score -263473.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -263473.437500 Penalty: 572.429260 Iteration 25F: 3 clusters Score -263473.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 18501 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Entering Unmasked Estep Score: -18623464.000000 Penalty: 32596.652344 Splitting cluster 34 changes total score from -18612332.000000 to -18623464.000000 So it's getting split into cluster 76. Entering ConstructFrom: Trying to split cluster 35 (2620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Entering Unmasked Estep Score: -94416.609375 Penalty: 259.740692 Iteration 0F: 2 clusters Score -94416.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -92640.976562 Penalty: 519.481384 Iteration 0F: 3 clusters Score -92640.98 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -93428.656250 Penalty: 519.481384 Iteration 1F: 3 clusters Score -93428.66 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -93518.460938 Penalty: 519.481384 Iteration 2F: 3 clusters Score -93518.46 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -93605.703125 Penalty: 519.481384 Iteration 3F: 3 clusters Score -93605.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -93677.945312 Penalty: 519.481384 Iteration 4Q: 3 clusters Score -93677.95 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -93744.640625 Penalty: 519.481384 Iteration 5Q: 3 clusters Score -93744.64 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -93802.640625 Penalty: 519.481384 Iteration 6Q: 3 clusters Score -93802.64 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -93859.132812 Penalty: 519.481384 Iteration 7Q: 3 clusters Score -93859.13 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -93913.484375 Penalty: 519.481384 Iteration 8Q: 3 clusters Score -93913.48 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -93962.671875 Penalty: 519.481384 Iteration 9Q: 3 clusters Score -93962.67 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -94012.382812 Penalty: 519.481384 Iteration 10Q: 3 clusters Score -94012.38 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -94052.500000 Penalty: 519.481384 Iteration 11Q: 3 clusters Score -94052.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -94086.117188 Penalty: 519.481384 Iteration 12Q: 3 clusters Score -94086.12 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -94133.375000 Penalty: 519.481384 Iteration 13Q: 3 clusters Score -94133.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -94168.953125 Penalty: 519.481384 Iteration 14Q: 3 clusters Score -94168.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -94192.789062 Penalty: 519.481384 Iteration 15Q: 3 clusters Score -94192.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -94210.335938 Penalty: 519.481384 Iteration 16Q: 3 clusters Score -94210.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -94222.781250 Penalty: 519.481384 Iteration 17Q: 3 clusters Score -94222.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -94231.257812 Penalty: 519.481384 Iteration 18Q: 3 clusters Score -94231.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -94236.945312 Penalty: 519.481384 Iteration 19Q: 3 clusters Score -94236.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -94243.390625 Penalty: 519.481384 Iteration 20F: 3 clusters Score -94243.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -94249.515625 Penalty: 519.481384 Iteration 21Q: 3 clusters Score -94249.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -94256.234375 Penalty: 519.481384 Iteration 22Q: 3 clusters Score -94256.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -94262.117188 Penalty: 519.481384 Iteration 23Q: 3 clusters Score -94262.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -94268.125000 Penalty: 519.481384 Iteration 24Q: 3 clusters Score -94268.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -94275.140625 Penalty: 519.481384 Iteration 25Q: 3 clusters Score -94275.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -94288.148438 Penalty: 519.481384 Iteration 26Q: 3 clusters Score -94288.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -94293.953125 Penalty: 519.481384 Iteration 27Q: 3 clusters Score -94293.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -94295.101562 Penalty: 519.481384 Iteration 28Q: 3 clusters Score -94295.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -94297.273438 Penalty: 519.481384 Iteration 29Q: 3 clusters Score -94297.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -94297.820312 Penalty: 519.481384 Iteration 30Q: 3 clusters Score -94297.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -94297.953125 Penalty: 519.481384 Iteration 31Q: 3 clusters Score -94297.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -94300.273438 Penalty: 519.481384 Iteration 32Q: 3 clusters Score -94300.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -94301.234375 Penalty: 519.481384 Iteration 33Q: 3 clusters Score -94301.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -94302.281250 Penalty: 519.481384 Iteration 34Q: 3 clusters Score -94302.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -94305.757812 Penalty: 519.481384 Iteration 35Q: 3 clusters Score -94305.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -94306.882812 Penalty: 519.481384 Iteration 36Q: 3 clusters Score -94306.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -94308.093750 Penalty: 519.481384 Iteration 37Q: 3 clusters Score -94308.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -94309.929688 Penalty: 519.481384 Iteration 38Q: 3 clusters Score -94309.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -94312.921875 Penalty: 519.481384 Iteration 39Q: 3 clusters Score -94312.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -94314.585938 Penalty: 519.481384 Iteration 40F: 3 clusters Score -94314.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -94314.632812 Penalty: 519.481384 Iteration 41Q: 3 clusters Score -94314.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -94314.632812 Penalty: 519.481384 Iteration 42F: 3 clusters Score -94314.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (15415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Entering Unmasked Estep Score: -745472.625000 Penalty: 318.222168 Iteration 0F: 2 clusters Score -745472.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -735200.062500 Penalty: 636.444336 Iteration 0F: 3 clusters Score -735200.1 nChanged 7343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -740401.500000 Penalty: 636.444336 Iteration 1F: 3 clusters Score -740401.5 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -741214.312500 Penalty: 636.444336 Iteration 2F: 3 clusters Score -741214.3 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -741978.187500 Penalty: 636.444336 Iteration 3F: 3 clusters Score -741978.2 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -742679.750000 Penalty: 636.444336 Iteration 4F: 3 clusters Score -742679.8 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -743384.750000 Penalty: 636.444336 Iteration 5F: 3 clusters Score -743384.8 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -743966.437500 Penalty: 636.444336 Iteration 6Q: 3 clusters Score -743966.4 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 13935 members Entering Unmasked Estep Score: -744393.312500 Penalty: 636.444336 Iteration 7Q: 3 clusters Score -744393.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -744666.312500 Penalty: 636.444336 Iteration 8Q: 3 clusters Score -744666.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -744837.062500 Penalty: 636.444336 Iteration 9Q: 3 clusters Score -744837.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 14758 members Entering Unmasked Estep Score: -744973.437500 Penalty: 636.444336 Iteration 10Q: 3 clusters Score -744973.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 14908 members Entering Unmasked Estep Score: -745079.062500 Penalty: 636.444336 Iteration 11Q: 3 clusters Score -745079.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -745148.000000 Penalty: 636.444336 Iteration 12Q: 3 clusters Score -745148 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 15073 members Entering Unmasked Estep Score: -745194.500000 Penalty: 636.444336 Iteration 13Q: 3 clusters Score -745194.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 15131 members Entering Unmasked Estep Score: -745231.375000 Penalty: 636.444336 Iteration 14Q: 3 clusters Score -745231.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -745269.312500 Penalty: 636.444336 Iteration 15Q: 3 clusters Score -745269.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 15193 members Entering Unmasked Estep Score: -745284.062500 Penalty: 636.444336 Iteration 16Q: 3 clusters Score -745284.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 15209 members Entering Unmasked Estep Score: -745294.625000 Penalty: 636.444336 Iteration 17Q: 3 clusters Score -745294.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -745304.000000 Penalty: 636.444336 Iteration 18Q: 3 clusters Score -745304 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 15225 members Entering Unmasked Estep Score: -745308.562500 Penalty: 636.444336 Iteration 19Q: 3 clusters Score -745308.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 15230 members Entering Unmasked Estep Score: -745311.437500 Penalty: 636.444336 Iteration 20F: 3 clusters Score -745311.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 15230 members Entering Unmasked Estep Score: -745316.250000 Penalty: 636.444336 Iteration 21Q: 3 clusters Score -745316.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 15230 members Entering Unmasked Estep Score: -745316.875000 Penalty: 636.444336 Iteration 22Q: 3 clusters Score -745316.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -745317.687500 Penalty: 636.444336 Iteration 23Q: 3 clusters Score -745317.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -745321.187500 Penalty: 636.444336 Iteration 24Q: 3 clusters Score -745321.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -745322.937500 Penalty: 636.444336 Iteration 25Q: 3 clusters Score -745322.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -745322.937500 Penalty: 636.444336 Iteration 26Q: 3 clusters Score -745322.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -745322.937500 Penalty: 636.444336 Iteration 27F: 3 clusters Score -745322.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (18501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18501 members Entering Unmasked Estep Score: -872446.000000 Penalty: 324.244141 Iteration 0F: 2 clusters Score -872446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -860052.625000 Penalty: 648.488281 Iteration 0F: 3 clusters Score -860052.6 nChanged 8800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -865516.812500 Penalty: 648.488281 Iteration 1F: 3 clusters Score -865516.8 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -866265.250000 Penalty: 648.488281 Iteration 2F: 3 clusters Score -866265.2 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -867282.000000 Penalty: 648.488281 Iteration 3F: 3 clusters Score -867282 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 12779 members Entering Unmasked Estep Score: -868593.625000 Penalty: 648.488281 Iteration 4F: 3 clusters Score -868593.6 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -869844.937500 Penalty: 648.488281 Iteration 5F: 3 clusters Score -869844.9 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -870698.875000 Penalty: 648.488281 Iteration 6F: 3 clusters Score -870698.9 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 14550 members Entering Unmasked Estep Score: -871132.187500 Penalty: 648.488281 Iteration 7Q: 3 clusters Score -871132.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -871355.062500 Penalty: 648.488281 Iteration 8Q: 3 clusters Score -871355.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -871497.812500 Penalty: 648.488281 Iteration 9Q: 3 clusters Score -871497.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -871630.375000 Penalty: 648.488281 Iteration 10Q: 3 clusters Score -871630.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 15076 members Entering Unmasked Estep Score: -871769.500000 Penalty: 648.488281 Iteration 11Q: 3 clusters Score -871769.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -871896.375000 Penalty: 648.488281 Iteration 12Q: 3 clusters Score -871896.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -872032.750000 Penalty: 648.488281 Iteration 13Q: 3 clusters Score -872032.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 15341 members Entering Unmasked Estep Score: -872149.125000 Penalty: 648.488281 Iteration 14Q: 3 clusters Score -872149.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -872239.687500 Penalty: 648.488281 Iteration 15Q: 3 clusters Score -872239.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 15435 members Entering Unmasked Estep Score: -872314.500000 Penalty: 648.488281 Iteration 16Q: 3 clusters Score -872314.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 15477 members Entering Unmasked Estep Score: -872373.687500 Penalty: 648.488281 Iteration 17Q: 3 clusters Score -872373.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -872401.750000 Penalty: 648.488281 Iteration 18Q: 3 clusters Score -872401.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -872422.187500 Penalty: 648.488281 Iteration 19Q: 3 clusters Score -872422.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -872435.250000 Penalty: 648.488281 Iteration 20F: 3 clusters Score -872435.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -872442.500000 Penalty: 648.488281 Iteration 21Q: 3 clusters Score -872442.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -872447.500000 Penalty: 648.488281 Iteration 22Q: 3 clusters Score -872447.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 15563 members Entering Unmasked Estep Score: -872449.500000 Penalty: 648.488281 Iteration 23Q: 3 clusters Score -872449.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -872456.500000 Penalty: 648.488281 Iteration 24Q: 3 clusters Score -872456.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -872457.562500 Penalty: 648.488281 Iteration 25Q: 3 clusters Score -872457.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 15577 members Entering Unmasked Estep Score: -872459.937500 Penalty: 648.488281 Iteration 26Q: 3 clusters Score -872459.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -872462.375000 Penalty: 648.488281 Iteration 27Q: 3 clusters Score -872462.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 15584 members Entering Unmasked Estep Score: -872461.125000 Penalty: 648.488281 Iteration 28Q: 3 clusters Score -872461.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 15588 members Entering Unmasked Estep Score: -872463.375000 Penalty: 648.488281 Iteration 29Q: 3 clusters Score -872463.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -872463.562500 Penalty: 648.488281 Iteration 30Q: 3 clusters Score -872463.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -872462.125000 Penalty: 648.488281 Iteration 31Q: 3 clusters Score -872462.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -872462.250000 Penalty: 648.488281 Iteration 32Q: 3 clusters Score -872462.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 15606 members Entering Unmasked Estep Score: -872462.187500 Penalty: 648.488281 Iteration 33Q: 3 clusters Score -872462.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 15608 members Entering Unmasked Estep Score: -872463.250000 Penalty: 648.488281 Iteration 34Q: 3 clusters Score -872463.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -872463.687500 Penalty: 648.488281 Iteration 35Q: 3 clusters Score -872463.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 15611 members Entering Unmasked Estep Score: -872464.125000 Penalty: 648.488281 Iteration 36Q: 3 clusters Score -872464.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 15611 members Entering Unmasked Estep Score: -872465.125000 Penalty: 648.488281 Iteration 37Q: 3 clusters Score -872465.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -872465.062500 Penalty: 648.488281 Iteration 38Q: 3 clusters Score -872465.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -872463.500000 Penalty: 648.488281 Iteration 39Q: 3 clusters Score -872463.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -872463.625000 Penalty: 648.488281 Iteration 40F: 3 clusters Score -872463.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -872464.000000 Penalty: 648.488281 Iteration 41Q: 3 clusters Score -872464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 15611 members Entering Unmasked Estep Score: -872463.750000 Penalty: 648.488281 Iteration 42Q: 3 clusters Score -872463.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -872464.312500 Penalty: 648.488281 Iteration 43Q: 3 clusters Score -872464.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 15607 members Entering Unmasked Estep Score: -872466.187500 Penalty: 648.488281 Iteration 44Q: 3 clusters Score -872466.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 15603 members Entering Unmasked Estep Score: -872465.625000 Penalty: 648.488281 Iteration 45Q: 3 clusters Score -872465.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -872465.500000 Penalty: 648.488281 Iteration 46Q: 3 clusters Score -872465.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -872465.750000 Penalty: 648.488281 Iteration 47Q: 3 clusters Score -872465.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 15598 members Entering Unmasked Estep Score: -872466.437500 Penalty: 648.488281 Iteration 48Q: 3 clusters Score -872466.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -872465.687500 Penalty: 648.488281 Iteration 49Q: 3 clusters Score -872465.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -872465.875000 Penalty: 648.488281 Iteration 50Q: 3 clusters Score -872465.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -872464.250000 Penalty: 648.488281 Iteration 51Q: 3 clusters Score -872464.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -872464.250000 Penalty: 648.488281 Iteration 52Q: 3 clusters Score -872464.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -872464.687500 Penalty: 648.488281 Iteration 53Q: 3 clusters Score -872464.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 15593 members Entering Unmasked Estep Score: -872463.812500 Penalty: 648.488281 Iteration 54Q: 3 clusters Score -872463.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -872464.187500 Penalty: 648.488281 Iteration 55Q: 3 clusters Score -872464.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -872464.187500 Penalty: 648.488281 Iteration 56F: 3 clusters Score -872464.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 2427 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Entering Unmasked Estep Score: -18623362.000000 Penalty: 33025.554688 Splitting cluster 37 changes total score from -18612332.000000 to -18623362.000000 So it's getting split into cluster 77. Entering ConstructFrom: Trying to split cluster 38 (2427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Entering Unmasked Estep Score: -108536.476562 Penalty: 257.215576 Iteration 0F: 2 clusters Score -108536.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -106848.859375 Penalty: 514.431152 Iteration 0F: 3 clusters Score -106848.9 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -107435.765625 Penalty: 514.431152 Iteration 1F: 3 clusters Score -107435.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -107518.156250 Penalty: 514.431152 Iteration 2F: 3 clusters Score -107518.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -107623.250000 Penalty: 514.431152 Iteration 3F: 3 clusters Score -107623.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -107752.046875 Penalty: 514.431152 Iteration 4F: 3 clusters Score -107752 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -107892.046875 Penalty: 514.431152 Iteration 5F: 3 clusters Score -107892 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -108016.218750 Penalty: 514.431152 Iteration 6F: 3 clusters Score -108016.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -108110.890625 Penalty: 514.431152 Iteration 7Q: 3 clusters Score -108110.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -108172.085938 Penalty: 514.431152 Iteration 8Q: 3 clusters Score -108172.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -108203.101562 Penalty: 514.431152 Iteration 9Q: 3 clusters Score -108203.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -108236.703125 Penalty: 514.431152 Iteration 10Q: 3 clusters Score -108236.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -108258.992188 Penalty: 514.431152 Iteration 11Q: 3 clusters Score -108259 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -108285.890625 Penalty: 514.431152 Iteration 12Q: 3 clusters Score -108285.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -108305.203125 Penalty: 514.431152 Iteration 13Q: 3 clusters Score -108305.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -108331.226562 Penalty: 514.431152 Iteration 14Q: 3 clusters Score -108331.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -108364.421875 Penalty: 514.431152 Iteration 15Q: 3 clusters Score -108364.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -108389.226562 Penalty: 514.431152 Iteration 16Q: 3 clusters Score -108389.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -108422.148438 Penalty: 514.431152 Iteration 17Q: 3 clusters Score -108422.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -108468.851562 Penalty: 514.431152 Iteration 18Q: 3 clusters Score -108468.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -108561.226562 Penalty: 514.431152 Iteration 19Q: 3 clusters Score -108561.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -108770.109375 Penalty: 514.431152 Iteration 20F: 3 clusters Score -108770.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -109024.609375 Penalty: 514.431152 Iteration 21Q: 3 clusters Score -109024.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -109054.648438 Penalty: 514.431152 Iteration 22Q: 3 clusters Score -109054.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -109054.820312 Penalty: 514.431152 Iteration 23Q: 3 clusters Score -109054.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -109054.820312 Penalty: 514.431152 Iteration 24F: 3 clusters Score -109054.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 26556 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Entering Unmasked Estep Score: -18623694.000000 Penalty: 33454.460938 Splitting cluster 38 changes total score from -18612332.000000 to -18623694.000000 So it's getting split into cluster 78. Entering ConstructFrom: Trying to split cluster 39 (26556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26556 members Entering Unmasked Estep Score: -1263728.500000 Penalty: 336.171356 Iteration 0F: 2 clusters Score -1263728 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 13212 members Entering Unmasked Estep Score: -1245904.125000 Penalty: 672.342712 Iteration 0F: 3 clusters Score -1245904 nChanged 12825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -1254751.750000 Penalty: 672.342712 Iteration 1F: 3 clusters Score -1254752 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13975 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -1256418.375000 Penalty: 672.342712 Iteration 2F: 3 clusters Score -1256418 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14396 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -1258333.000000 Penalty: 672.342712 Iteration 3F: 3 clusters Score -1258333 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -1260164.250000 Penalty: 672.342712 Iteration 4F: 3 clusters Score -1260164 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -1261568.875000 Penalty: 672.342712 Iteration 5F: 3 clusters Score -1261569 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -1262340.875000 Penalty: 672.342712 Iteration 6Q: 3 clusters Score -1262341 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -1262806.250000 Penalty: 672.342712 Iteration 7Q: 3 clusters Score -1262806 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15131 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1263178.875000 Penalty: 672.342712 Iteration 8Q: 3 clusters Score -1263179 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -1263533.000000 Penalty: 672.342712 Iteration 9Q: 3 clusters Score -1263533 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 11019 members Entering Unmasked Estep Score: -1263938.625000 Penalty: 672.342712 Iteration 10Q: 3 clusters Score -1263939 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -1264347.250000 Penalty: 672.342712 Iteration 11Q: 3 clusters Score -1264347 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -1264685.750000 Penalty: 672.342712 Iteration 12Q: 3 clusters Score -1264686 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -1264957.500000 Penalty: 672.342712 Iteration 13Q: 3 clusters Score -1264958 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16925 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1265167.875000 Penalty: 672.342712 Iteration 14Q: 3 clusters Score -1265168 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17256 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1265337.000000 Penalty: 672.342712 Iteration 15Q: 3 clusters Score -1265337 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -1265460.875000 Penalty: 672.342712 Iteration 16Q: 3 clusters Score -1265461 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17793 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -1265543.375000 Penalty: 672.342712 Iteration 17Q: 3 clusters Score -1265543 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -1265619.125000 Penalty: 672.342712 Iteration 18Q: 3 clusters Score -1265619 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18237 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -1265673.000000 Penalty: 672.342712 Iteration 19Q: 3 clusters Score -1265673 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -1265707.625000 Penalty: 672.342712 Iteration 20F: 3 clusters Score -1265708 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18521 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -1265729.125000 Penalty: 672.342712 Iteration 21Q: 3 clusters Score -1265729 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -1265742.750000 Penalty: 672.342712 Iteration 22Q: 3 clusters Score -1265743 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -1265750.000000 Penalty: 672.342712 Iteration 23Q: 3 clusters Score -1265750 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18759 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1265757.250000 Penalty: 672.342712 Iteration 24Q: 3 clusters Score -1265757 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1265759.125000 Penalty: 672.342712 Iteration 25Q: 3 clusters Score -1265759 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18826 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1265758.875000 Penalty: 672.342712 Iteration 26Q: 3 clusters Score -1265759 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18848 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1265762.000000 Penalty: 672.342712 Iteration 27Q: 3 clusters Score -1265762 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18868 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -1265766.125000 Penalty: 672.342712 Iteration 28Q: 3 clusters Score -1265766 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18887 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1265768.750000 Penalty: 672.342712 Iteration 29Q: 3 clusters Score -1265769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -1265766.750000 Penalty: 672.342712 Iteration 30Q: 3 clusters Score -1265767 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18914 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1265769.375000 Penalty: 672.342712 Iteration 31Q: 3 clusters Score -1265769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18923 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -1265768.625000 Penalty: 672.342712 Iteration 32Q: 3 clusters Score -1265769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18935 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -1265768.625000 Penalty: 672.342712 Iteration 33Q: 3 clusters Score -1265769 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18950 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1265771.000000 Penalty: 672.342712 Iteration 34Q: 3 clusters Score -1265771 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -1265772.625000 Penalty: 672.342712 Iteration 35Q: 3 clusters Score -1265773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18970 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -1265770.500000 Penalty: 672.342712 Iteration 36Q: 3 clusters Score -1265770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1265770.000000 Penalty: 672.342712 Iteration 37Q: 3 clusters Score -1265770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -1265771.000000 Penalty: 672.342712 Iteration 38Q: 3 clusters Score -1265771 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18989 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -1265773.250000 Penalty: 672.342712 Iteration 39Q: 3 clusters Score -1265773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1265774.625000 Penalty: 672.342712 Iteration 40F: 3 clusters Score -1265775 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1265773.500000 Penalty: 672.342712 Iteration 41Q: 3 clusters Score -1265774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18998 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1265773.000000 Penalty: 672.342712 Iteration 42Q: 3 clusters Score -1265773 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1265772.375000 Penalty: 672.342712 Iteration 43Q: 3 clusters Score -1265772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1265772.375000 Penalty: 672.342712 Iteration 44F: 3 clusters Score -1265772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 25766 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Entering Unmasked Estep Score: -18625576.000000 Penalty: 33883.363281 Splitting cluster 39 changes total score from -18612332.000000 to -18625576.000000 So it's getting split into cluster 79. Entering ConstructFrom: Trying to split cluster 40 (25766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25766 members Entering Unmasked Estep Score: -1204745.125000 Penalty: 335.174744 Iteration 0F: 2 clusters Score -1204745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -1187618.125000 Penalty: 670.349487 Iteration 0F: 3 clusters Score -1187618 nChanged 12365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 14652 members Entering Unmasked Estep Score: -1196539.875000 Penalty: 670.349487 Iteration 1F: 3 clusters Score -1196540 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 15906 members Entering Unmasked Estep Score: -1198691.375000 Penalty: 670.349487 Iteration 2F: 3 clusters Score -1198691 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 17210 members Entering Unmasked Estep Score: -1200881.000000 Penalty: 670.349487 Iteration 3F: 3 clusters Score -1200881 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 18118 members Entering Unmasked Estep Score: -1202324.625000 Penalty: 670.349487 Iteration 4F: 3 clusters Score -1202325 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 18616 members Entering Unmasked Estep Score: -1203053.250000 Penalty: 670.349487 Iteration 5F: 3 clusters Score -1203053 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1203415.375000 Penalty: 670.349487 Iteration 6Q: 3 clusters Score -1203415 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 19024 members Entering Unmasked Estep Score: -1203627.125000 Penalty: 670.349487 Iteration 7Q: 3 clusters Score -1203627 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 19091 members Entering Unmasked Estep Score: -1203751.500000 Penalty: 670.349487 Iteration 8Q: 3 clusters Score -1203752 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -1203856.625000 Penalty: 670.349487 Iteration 9Q: 3 clusters Score -1203857 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -1203953.125000 Penalty: 670.349487 Iteration 10Q: 3 clusters Score -1203953 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 19055 members Entering Unmasked Estep Score: -1204048.250000 Penalty: 670.349487 Iteration 11Q: 3 clusters Score -1204048 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 18937 members Entering Unmasked Estep Score: -1204158.500000 Penalty: 670.349487 Iteration 12Q: 3 clusters Score -1204158 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -1204308.000000 Penalty: 670.349487 Iteration 13Q: 3 clusters Score -1204308 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 18482 members Entering Unmasked Estep Score: -1204575.500000 Penalty: 670.349487 Iteration 14Q: 3 clusters Score -1204576 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 18097 members Entering Unmasked Estep Score: -1205120.625000 Penalty: 670.349487 Iteration 15Q: 3 clusters Score -1205121 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 17743 members Entering Unmasked Estep Score: -1205644.375000 Penalty: 670.349487 Iteration 16Q: 3 clusters Score -1205644 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -1205898.250000 Penalty: 670.349487 Iteration 17Q: 3 clusters Score -1205898 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 17521 members Entering Unmasked Estep Score: -1206040.625000 Penalty: 670.349487 Iteration 18Q: 3 clusters Score -1206041 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 17633 members Entering Unmasked Estep Score: -1206180.250000 Penalty: 670.349487 Iteration 19Q: 3 clusters Score -1206180 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 17744 members Entering Unmasked Estep Score: -1206303.875000 Penalty: 670.349487 Iteration 20F: 3 clusters Score -1206304 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 17877 members Entering Unmasked Estep Score: -1206455.125000 Penalty: 670.349487 Iteration 21Q: 3 clusters Score -1206455 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 18029 members Entering Unmasked Estep Score: -1206658.125000 Penalty: 670.349487 Iteration 22Q: 3 clusters Score -1206658 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -1206810.125000 Penalty: 670.349487 Iteration 23Q: 3 clusters Score -1206810 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -1206886.250000 Penalty: 670.349487 Iteration 24Q: 3 clusters Score -1206886 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -1206919.875000 Penalty: 670.349487 Iteration 25Q: 3 clusters Score -1206920 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 18416 members Entering Unmasked Estep Score: -1206928.500000 Penalty: 670.349487 Iteration 26Q: 3 clusters Score -1206928 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 18445 members Entering Unmasked Estep Score: -1206934.000000 Penalty: 670.349487 Iteration 27Q: 3 clusters Score -1206934 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 18475 members Entering Unmasked Estep Score: -1206934.625000 Penalty: 670.349487 Iteration 28Q: 3 clusters Score -1206935 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 18499 members Entering Unmasked Estep Score: -1206936.500000 Penalty: 670.349487 Iteration 29Q: 3 clusters Score -1206936 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 18528 members Entering Unmasked Estep Score: -1206941.500000 Penalty: 670.349487 Iteration 30Q: 3 clusters Score -1206942 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 18557 members Entering Unmasked Estep Score: -1206936.500000 Penalty: 670.349487 Iteration 31Q: 3 clusters Score -1206936 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 18590 members Entering Unmasked Estep Score: -1206942.125000 Penalty: 670.349487 Iteration 32Q: 3 clusters Score -1206942 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 18618 members Entering Unmasked Estep Score: -1206947.250000 Penalty: 670.349487 Iteration 33Q: 3 clusters Score -1206947 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -1206949.875000 Penalty: 670.349487 Iteration 34Q: 3 clusters Score -1206950 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 18695 members Entering Unmasked Estep Score: -1206956.250000 Penalty: 670.349487 Iteration 35Q: 3 clusters Score -1206956 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 18736 members Entering Unmasked Estep Score: -1206959.750000 Penalty: 670.349487 Iteration 36Q: 3 clusters Score -1206960 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -1206957.500000 Penalty: 670.349487 Iteration 37Q: 3 clusters Score -1206958 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 18831 members Entering Unmasked Estep Score: -1206964.125000 Penalty: 670.349487 Iteration 38Q: 3 clusters Score -1206964 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 18876 members Entering Unmasked Estep Score: -1206967.250000 Penalty: 670.349487 Iteration 39Q: 3 clusters Score -1206967 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 18926 members Entering Unmasked Estep Score: -1206976.875000 Penalty: 670.349487 Iteration 40F: 3 clusters Score -1206977 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 18987 members Entering Unmasked Estep Score: -1206989.500000 Penalty: 670.349487 Iteration 41Q: 3 clusters Score -1206990 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 19061 members Entering Unmasked Estep Score: -1206999.250000 Penalty: 670.349487 Iteration 42Q: 3 clusters Score -1206999 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 19126 members Entering Unmasked Estep Score: -1207014.500000 Penalty: 670.349487 Iteration 43Q: 3 clusters Score -1207014 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -1207024.000000 Penalty: 670.349487 Iteration 44Q: 3 clusters Score -1207024 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -1207038.375000 Penalty: 670.349487 Iteration 45Q: 3 clusters Score -1207038 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 19367 members Entering Unmasked Estep Score: -1207069.750000 Penalty: 670.349487 Iteration 46Q: 3 clusters Score -1207070 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 19475 members Entering Unmasked Estep Score: -1207103.875000 Penalty: 670.349487 Iteration 47Q: 3 clusters Score -1207104 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 19590 members Entering Unmasked Estep Score: -1207144.375000 Penalty: 670.349487 Iteration 48Q: 3 clusters Score -1207144 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -1207188.625000 Penalty: 670.349487 Iteration 49Q: 3 clusters Score -1207189 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -1207261.500000 Penalty: 670.349487 Iteration 50Q: 3 clusters Score -1207262 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -1207395.250000 Penalty: 670.349487 Iteration 51Q: 3 clusters Score -1207395 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -1207624.875000 Penalty: 670.349487 Iteration 52Q: 3 clusters Score -1207625 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 20485 members Entering Unmasked Estep Score: -1207997.750000 Penalty: 670.349487 Iteration 53Q: 3 clusters Score -1207998 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -1208436.625000 Penalty: 670.349487 Iteration 54Q: 3 clusters Score -1208437 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 20930 members Entering Unmasked Estep Score: -1208718.750000 Penalty: 670.349487 Iteration 55Q: 3 clusters Score -1208719 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 21003 members Entering Unmasked Estep Score: -1208770.875000 Penalty: 670.349487 Iteration 56Q: 3 clusters Score -1208771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 21006 members Entering Unmasked Estep Score: -1208771.875000 Penalty: 670.349487 Iteration 57Q: 3 clusters Score -1208772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 21006 members Entering Unmasked Estep Score: -1208771.875000 Penalty: 670.349487 Iteration 58F: 3 clusters Score -1208772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 371 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Entering Unmasked Estep Score: -18629436.000000 Penalty: 34312.265625 Splitting cluster 40 changes total score from -18612332.000000 to -18629436.000000 So it's getting split into cluster 80. Entering ConstructFrom: Trying to split cluster 41 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -9652.333984 Penalty: 195.234665 Iteration 0F: 2 clusters Score -9652.334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -9335.282227 Penalty: 390.469330 Iteration 0F: 3 clusters Score -9335.282 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9517.130859 Penalty: 390.469330 Iteration 1F: 3 clusters Score -9517.131 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9594.262695 Penalty: 390.469330 Iteration 2F: 3 clusters Score -9594.263 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9639.827148 Penalty: 390.469330 Iteration 3F: 3 clusters Score -9639.827 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9673.057617 Penalty: 390.469330 Iteration 4Q: 3 clusters Score -9673.058 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9702.087891 Penalty: 390.469330 Iteration 5Q: 3 clusters Score -9702.088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9725.597656 Penalty: 390.469330 Iteration 6Q: 3 clusters Score -9725.598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9734.763672 Penalty: 390.469330 Iteration 7Q: 3 clusters Score -9734.764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -9746.414062 Penalty: 390.469330 Iteration 8Q: 3 clusters Score -9746.414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -9752.797852 Penalty: 390.469330 Iteration 9Q: 3 clusters Score -9752.798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9755.387695 Penalty: 390.469330 Iteration 10Q: 3 clusters Score -9755.388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9759.604492 Penalty: 390.469330 Iteration 11Q: 3 clusters Score -9759.604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9760.561523 Penalty: 390.469330 Iteration 12Q: 3 clusters Score -9760.562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9760.561523 Penalty: 390.469330 Iteration 13F: 3 clusters Score -9760.562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 1124 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Entering Unmasked Estep Score: -18629324.000000 Penalty: 34741.167969 Splitting cluster 41 changes total score from -18612332.000000 to -18629324.000000 So it's getting split into cluster 81. Entering ConstructFrom: Trying to split cluster 42 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -35359.546875 Penalty: 231.813416 Iteration 0F: 2 clusters Score -35359.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -34539.562500 Penalty: 463.626831 Iteration 0F: 3 clusters Score -34539.56 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -34908.511719 Penalty: 463.626831 Iteration 1F: 3 clusters Score -34908.51 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -35070.906250 Penalty: 463.626831 Iteration 2F: 3 clusters Score -35070.91 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -35168.992188 Penalty: 463.626831 Iteration 3F: 3 clusters Score -35168.99 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -35215.843750 Penalty: 463.626831 Iteration 4F: 3 clusters Score -35215.84 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -35238.941406 Penalty: 463.626831 Iteration 5Q: 3 clusters Score -35238.94 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -35258.128906 Penalty: 463.626831 Iteration 6Q: 3 clusters Score -35258.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -35268.078125 Penalty: 463.626831 Iteration 7Q: 3 clusters Score -35268.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -35272.570312 Penalty: 463.626831 Iteration 8Q: 3 clusters Score -35272.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -35276.328125 Penalty: 463.626831 Iteration 9Q: 3 clusters Score -35276.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -35278.617188 Penalty: 463.626831 Iteration 10Q: 3 clusters Score -35278.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -35280.890625 Penalty: 463.626831 Iteration 11Q: 3 clusters Score -35280.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -35282.054688 Penalty: 463.626831 Iteration 12Q: 3 clusters Score -35282.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -35283.250000 Penalty: 463.626831 Iteration 13Q: 3 clusters Score -35283.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -35284.652344 Penalty: 463.626831 Iteration 14Q: 3 clusters Score -35284.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -35287.785156 Penalty: 463.626831 Iteration 15Q: 3 clusters Score -35287.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -35299.097656 Penalty: 463.626831 Iteration 16Q: 3 clusters Score -35299.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -35350.937500 Penalty: 463.626831 Iteration 17Q: 3 clusters Score -35350.94 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -35373.832031 Penalty: 463.626831 Iteration 18Q: 3 clusters Score -35373.83 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -35393.648438 Penalty: 463.626831 Iteration 19Q: 3 clusters Score -35393.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -35411.906250 Penalty: 463.626831 Iteration 20F: 3 clusters Score -35411.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -35418.246094 Penalty: 463.626831 Iteration 21Q: 3 clusters Score -35418.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -35424.386719 Penalty: 463.626831 Iteration 22Q: 3 clusters Score -35424.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -35428.539062 Penalty: 463.626831 Iteration 23Q: 3 clusters Score -35428.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -35430.851562 Penalty: 463.626831 Iteration 24Q: 3 clusters Score -35430.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -35432.074219 Penalty: 463.626831 Iteration 25Q: 3 clusters Score -35432.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -35434.503906 Penalty: 463.626831 Iteration 26Q: 3 clusters Score -35434.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -35436.140625 Penalty: 463.626831 Iteration 27Q: 3 clusters Score -35436.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -35436.542969 Penalty: 463.626831 Iteration 28Q: 3 clusters Score -35436.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -35437.613281 Penalty: 463.626831 Iteration 29Q: 3 clusters Score -35437.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -35438.937500 Penalty: 463.626831 Iteration 30Q: 3 clusters Score -35438.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -35439.812500 Penalty: 463.626831 Iteration 31Q: 3 clusters Score -35439.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -35440.394531 Penalty: 463.626831 Iteration 32Q: 3 clusters Score -35440.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -35440.960938 Penalty: 463.626831 Iteration 33Q: 3 clusters Score -35440.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -35441.046875 Penalty: 463.626831 Iteration 34Q: 3 clusters Score -35441.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -35441.046875 Penalty: 463.626831 Iteration 35F: 3 clusters Score -35441.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 7047 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Entering Unmasked Estep Score: -18629222.000000 Penalty: 35170.070312 Splitting cluster 42 changes total score from -18612332.000000 to -18629222.000000 So it's getting split into cluster 82. Entering ConstructFrom: Trying to split cluster 43 (5986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Entering Unmasked Estep Score: -276316.500000 Penalty: 287.006897 Iteration 0F: 2 clusters Score -276316.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -272329.625000 Penalty: 574.013794 Iteration 0F: 3 clusters Score -272329.6 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -273859.281250 Penalty: 574.013794 Iteration 1F: 3 clusters Score -273859.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -274030.562500 Penalty: 574.013794 Iteration 2F: 3 clusters Score -274030.6 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -274306.750000 Penalty: 574.013794 Iteration 3F: 3 clusters Score -274306.8 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -274635.906250 Penalty: 574.013794 Iteration 4F: 3 clusters Score -274635.9 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -275012.593750 Penalty: 574.013794 Iteration 5F: 3 clusters Score -275012.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -275407.468750 Penalty: 574.013794 Iteration 6F: 3 clusters Score -275407.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -275761.343750 Penalty: 574.013794 Iteration 7F: 3 clusters Score -275761.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -275941.218750 Penalty: 574.013794 Iteration 8Q: 3 clusters Score -275941.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -276011.843750 Penalty: 574.013794 Iteration 9Q: 3 clusters Score -276011.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -276049.843750 Penalty: 574.013794 Iteration 10Q: 3 clusters Score -276049.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -276078.687500 Penalty: 574.013794 Iteration 11Q: 3 clusters Score -276078.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -276097.812500 Penalty: 574.013794 Iteration 12Q: 3 clusters Score -276097.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -276104.156250 Penalty: 574.013794 Iteration 13Q: 3 clusters Score -276104.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -276109.531250 Penalty: 574.013794 Iteration 14Q: 3 clusters Score -276109.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -276110.437500 Penalty: 574.013794 Iteration 15Q: 3 clusters Score -276110.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -276110.437500 Penalty: 574.013794 Iteration 16F: 3 clusters Score -276110.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (10896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Entering Unmasked Estep Score: -501543.531250 Penalty: 306.772980 Iteration 0F: 2 clusters Score -501543.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -494356.625000 Penalty: 613.545959 Iteration 0F: 3 clusters Score -494356.6 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -497303.593750 Penalty: 613.545959 Iteration 1F: 3 clusters Score -497303.6 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -497634.937500 Penalty: 613.545959 Iteration 2F: 3 clusters Score -497634.9 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -497966.218750 Penalty: 613.545959 Iteration 3F: 3 clusters Score -497966.2 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -498348.031250 Penalty: 613.545959 Iteration 4F: 3 clusters Score -498348 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -498785.906250 Penalty: 613.545959 Iteration 5F: 3 clusters Score -498785.9 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -499182.250000 Penalty: 613.545959 Iteration 6F: 3 clusters Score -499182.2 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -499510.562500 Penalty: 613.545959 Iteration 7Q: 3 clusters Score -499510.6 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -499693.125000 Penalty: 613.545959 Iteration 8Q: 3 clusters Score -499693.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -499784.406250 Penalty: 613.545959 Iteration 9Q: 3 clusters Score -499784.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -499863.968750 Penalty: 613.545959 Iteration 10Q: 3 clusters Score -499864 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -499925.906250 Penalty: 613.545959 Iteration 11Q: 3 clusters Score -499925.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -499991.625000 Penalty: 613.545959 Iteration 12Q: 3 clusters Score -499991.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -500064.468750 Penalty: 613.545959 Iteration 13Q: 3 clusters Score -500064.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -500140.000000 Penalty: 613.545959 Iteration 14Q: 3 clusters Score -500140 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -500211.937500 Penalty: 613.545959 Iteration 15Q: 3 clusters Score -500211.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -500280.656250 Penalty: 613.545959 Iteration 16Q: 3 clusters Score -500280.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -500340.750000 Penalty: 613.545959 Iteration 17Q: 3 clusters Score -500340.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -500388.937500 Penalty: 613.545959 Iteration 18Q: 3 clusters Score -500388.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -500421.375000 Penalty: 613.545959 Iteration 19Q: 3 clusters Score -500421.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -500453.500000 Penalty: 613.545959 Iteration 20F: 3 clusters Score -500453.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -500476.250000 Penalty: 613.545959 Iteration 21Q: 3 clusters Score -500476.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -500508.843750 Penalty: 613.545959 Iteration 22Q: 3 clusters Score -500508.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -500553.093750 Penalty: 613.545959 Iteration 23Q: 3 clusters Score -500553.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -500593.812500 Penalty: 613.545959 Iteration 24Q: 3 clusters Score -500593.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -500626.625000 Penalty: 613.545959 Iteration 25Q: 3 clusters Score -500626.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -500661.093750 Penalty: 613.545959 Iteration 26Q: 3 clusters Score -500661.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -500689.437500 Penalty: 613.545959 Iteration 27Q: 3 clusters Score -500689.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -500709.750000 Penalty: 613.545959 Iteration 28Q: 3 clusters Score -500709.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -500722.968750 Penalty: 613.545959 Iteration 29Q: 3 clusters Score -500723 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -500735.875000 Penalty: 613.545959 Iteration 30Q: 3 clusters Score -500735.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 9131 members Entering Unmasked Estep Score: -500748.031250 Penalty: 613.545959 Iteration 31Q: 3 clusters Score -500748 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -500761.125000 Penalty: 613.545959 Iteration 32Q: 3 clusters Score -500761.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -500778.156250 Penalty: 613.545959 Iteration 33Q: 3 clusters Score -500778.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -500796.250000 Penalty: 613.545959 Iteration 34Q: 3 clusters Score -500796.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -500813.250000 Penalty: 613.545959 Iteration 35Q: 3 clusters Score -500813.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -500828.718750 Penalty: 613.545959 Iteration 36Q: 3 clusters Score -500828.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -500850.875000 Penalty: 613.545959 Iteration 37Q: 3 clusters Score -500850.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -500887.843750 Penalty: 613.545959 Iteration 38Q: 3 clusters Score -500887.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -500930.312500 Penalty: 613.545959 Iteration 39Q: 3 clusters Score -500930.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -500983.593750 Penalty: 613.545959 Iteration 40F: 3 clusters Score -500983.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -501046.125000 Penalty: 613.545959 Iteration 41Q: 3 clusters Score -501046.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -501120.093750 Penalty: 613.545959 Iteration 42Q: 3 clusters Score -501120.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -501198.312500 Penalty: 613.545959 Iteration 43Q: 3 clusters Score -501198.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -501263.281250 Penalty: 613.545959 Iteration 44Q: 3 clusters Score -501263.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -501303.687500 Penalty: 613.545959 Iteration 45Q: 3 clusters Score -501303.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -501318.093750 Penalty: 613.545959 Iteration 46Q: 3 clusters Score -501318.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -501323.906250 Penalty: 613.545959 Iteration 47Q: 3 clusters Score -501323.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -501325.437500 Penalty: 613.545959 Iteration 48Q: 3 clusters Score -501325.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -501326.312500 Penalty: 613.545959 Iteration 49Q: 3 clusters Score -501326.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -501326.687500 Penalty: 613.545959 Iteration 50Q: 3 clusters Score -501326.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -501326.812500 Penalty: 613.545959 Iteration 51Q: 3 clusters Score -501326.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -501327.406250 Penalty: 613.545959 Iteration 52Q: 3 clusters Score -501327.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -501328.156250 Penalty: 613.545959 Iteration 53Q: 3 clusters Score -501328.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -501328.125000 Penalty: 613.545959 Iteration 54Q: 3 clusters Score -501328.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -501328.125000 Penalty: 613.545959 Iteration 55F: 3 clusters Score -501328.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (1954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Entering Unmasked Estep Score: -84733.101562 Penalty: 250.061920 Iteration 0F: 2 clusters Score -84733.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -83389.765625 Penalty: 500.123840 Iteration 0F: 3 clusters Score -83389.77 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -83889.015625 Penalty: 500.123840 Iteration 1F: 3 clusters Score -83889.02 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -83964.132812 Penalty: 500.123840 Iteration 2F: 3 clusters Score -83964.13 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -84076.781250 Penalty: 500.123840 Iteration 3F: 3 clusters Score -84076.78 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -84173.398438 Penalty: 500.123840 Iteration 4F: 3 clusters Score -84173.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -84229.500000 Penalty: 500.123840 Iteration 5Q: 3 clusters Score -84229.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -84267.687500 Penalty: 500.123840 Iteration 6Q: 3 clusters Score -84267.69 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -84284.335938 Penalty: 500.123840 Iteration 7Q: 3 clusters Score -84284.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -84291.843750 Penalty: 500.123840 Iteration 8Q: 3 clusters Score -84291.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -84299.460938 Penalty: 500.123840 Iteration 9Q: 3 clusters Score -84299.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84303.171875 Penalty: 500.123840 Iteration 10Q: 3 clusters Score -84303.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84306.375000 Penalty: 500.123840 Iteration 11Q: 3 clusters Score -84306.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -84310.359375 Penalty: 500.123840 Iteration 12Q: 3 clusters Score -84310.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -84313.820312 Penalty: 500.123840 Iteration 13Q: 3 clusters Score -84313.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -84318.132812 Penalty: 500.123840 Iteration 14Q: 3 clusters Score -84318.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -84320.703125 Penalty: 500.123840 Iteration 15Q: 3 clusters Score -84320.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -84322.546875 Penalty: 500.123840 Iteration 16Q: 3 clusters Score -84322.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -84323.804688 Penalty: 500.123840 Iteration 17Q: 3 clusters Score -84323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -84324.250000 Penalty: 500.123840 Iteration 18Q: 3 clusters Score -84324.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -84324.250000 Penalty: 500.123840 Iteration 19Q: 3 clusters Score -84324.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -84324.250000 Penalty: 500.123840 Iteration 20F: 3 clusters Score -84324.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (7047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Entering Unmasked Estep Score: -325493.718750 Penalty: 292.391785 Iteration 0F: 2 clusters Score -325493.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -320799.906250 Penalty: 584.783569 Iteration 0F: 3 clusters Score -320799.9 nChanged 3298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -322833.906250 Penalty: 584.783569 Iteration 1F: 3 clusters Score -322833.9 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -323125.625000 Penalty: 584.783569 Iteration 2F: 3 clusters Score -323125.6 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -323418.593750 Penalty: 584.783569 Iteration 3F: 3 clusters Score -323418.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -323700.125000 Penalty: 584.783569 Iteration 4F: 3 clusters Score -323700.1 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -324021.906250 Penalty: 584.783569 Iteration 5F: 3 clusters Score -324021.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -324348.343750 Penalty: 584.783569 Iteration 6F: 3 clusters Score -324348.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -324612.500000 Penalty: 584.783569 Iteration 7Q: 3 clusters Score -324612.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -324826.093750 Penalty: 584.783569 Iteration 8Q: 3 clusters Score -324826.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -325103.718750 Penalty: 584.783569 Iteration 9Q: 3 clusters Score -325103.7 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -325440.375000 Penalty: 584.783569 Iteration 10Q: 3 clusters Score -325440.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -325601.093750 Penalty: 584.783569 Iteration 11Q: 3 clusters Score -325601.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -325641.968750 Penalty: 584.783569 Iteration 12Q: 3 clusters Score -325642 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -325653.625000 Penalty: 584.783569 Iteration 13Q: 3 clusters Score -325653.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -325657.187500 Penalty: 584.783569 Iteration 14Q: 3 clusters Score -325657.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -325661.093750 Penalty: 584.783569 Iteration 15Q: 3 clusters Score -325661.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -325664.687500 Penalty: 584.783569 Iteration 16Q: 3 clusters Score -325664.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -325670.312500 Penalty: 584.783569 Iteration 17Q: 3 clusters Score -325670.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -325672.875000 Penalty: 584.783569 Iteration 18Q: 3 clusters Score -325672.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -325675.750000 Penalty: 584.783569 Iteration 19Q: 3 clusters Score -325675.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -325678.781250 Penalty: 584.783569 Iteration 20F: 3 clusters Score -325678.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -325685.093750 Penalty: 584.783569 Iteration 21Q: 3 clusters Score -325685.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -325695.406250 Penalty: 584.783569 Iteration 22Q: 3 clusters Score -325695.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -325713.000000 Penalty: 584.783569 Iteration 23Q: 3 clusters Score -325713 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -325743.281250 Penalty: 584.783569 Iteration 24Q: 3 clusters Score -325743.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -325809.312500 Penalty: 584.783569 Iteration 25Q: 3 clusters Score -325809.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -325967.312500 Penalty: 584.783569 Iteration 26Q: 3 clusters Score -325967.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -326314.062500 Penalty: 584.783569 Iteration 27Q: 3 clusters Score -326314.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -326625.281250 Penalty: 584.783569 Iteration 28Q: 3 clusters Score -326625.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -326631.718750 Penalty: 584.783569 Iteration 29Q: 3 clusters Score -326631.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -326631.718750 Penalty: 584.783569 Iteration 30F: 3 clusters Score -326631.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 1834 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Mstep: Class 83 contains 3102 members Entering Unmasked Estep Score: -18630194.000000 Penalty: 35598.976562 Splitting cluster 46 changes total score from -18612332.000000 to -18630194.000000 So it's getting split into cluster 83. Entering ConstructFrom: Trying to split cluster 47 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -70108.218750 Penalty: 247.970398 Iteration 0F: 2 clusters Score -70108.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -68890.304688 Penalty: 495.940796 Iteration 0F: 3 clusters Score -68890.3 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -69758.828125 Penalty: 495.940796 Iteration 1F: 3 clusters Score -69758.83 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -69913.625000 Penalty: 495.940796 Iteration 2F: 3 clusters Score -69913.62 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -69996.445312 Penalty: 495.940796 Iteration 3F: 3 clusters Score -69996.45 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -70056.164062 Penalty: 495.940796 Iteration 4Q: 3 clusters Score -70056.16 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -70100.710938 Penalty: 495.940796 Iteration 5Q: 3 clusters Score -70100.71 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -70121.859375 Penalty: 495.940796 Iteration 6Q: 3 clusters Score -70121.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -70136.984375 Penalty: 495.940796 Iteration 7Q: 3 clusters Score -70136.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -70144.046875 Penalty: 495.940796 Iteration 8Q: 3 clusters Score -70144.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -70147.640625 Penalty: 495.940796 Iteration 9Q: 3 clusters Score -70147.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -70151.992188 Penalty: 495.940796 Iteration 10Q: 3 clusters Score -70151.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -70156.101562 Penalty: 495.940796 Iteration 11Q: 3 clusters Score -70156.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -70161.523438 Penalty: 495.940796 Iteration 12Q: 3 clusters Score -70161.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -70167.890625 Penalty: 495.940796 Iteration 13Q: 3 clusters Score -70167.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -70172.906250 Penalty: 495.940796 Iteration 14Q: 3 clusters Score -70172.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -70178.250000 Penalty: 495.940796 Iteration 15Q: 3 clusters Score -70178.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -70180.687500 Penalty: 495.940796 Iteration 16Q: 3 clusters Score -70180.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -70181.695312 Penalty: 495.940796 Iteration 17Q: 3 clusters Score -70181.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -70181.734375 Penalty: 495.940796 Iteration 18Q: 3 clusters Score -70181.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -70181.992188 Penalty: 495.940796 Iteration 19Q: 3 clusters Score -70181.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -70182.445312 Penalty: 495.940796 Iteration 20F: 3 clusters Score -70182.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -70182.960938 Penalty: 495.940796 Iteration 21Q: 3 clusters Score -70182.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -70183.296875 Penalty: 495.940796 Iteration 22Q: 3 clusters Score -70183.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -70184.281250 Penalty: 495.940796 Iteration 23Q: 3 clusters Score -70184.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -70185.320312 Penalty: 495.940796 Iteration 24Q: 3 clusters Score -70185.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -70186.531250 Penalty: 495.940796 Iteration 25Q: 3 clusters Score -70186.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -70186.632812 Penalty: 495.940796 Iteration 26Q: 3 clusters Score -70186.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -70186.718750 Penalty: 495.940796 Iteration 27Q: 3 clusters Score -70186.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -70186.718750 Penalty: 495.940796 Iteration 28F: 3 clusters Score -70186.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 299 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 20611 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Mstep: Class 83 contains 3102 members Mstep: Class 84 contains 1535 members Entering Unmasked Estep Score: -18630076.000000 Penalty: 36027.878906 Splitting cluster 47 changes total score from -18612332.000000 to -18630076.000000 So it's getting split into cluster 84. Entering ConstructFrom: Trying to split cluster 48 (6662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Entering Unmasked Estep Score: -311398.000000 Penalty: 290.537781 Iteration 0F: 2 clusters Score -311398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -306944.312500 Penalty: 581.075562 Iteration 0F: 3 clusters Score -306944.3 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -308932.750000 Penalty: 581.075562 Iteration 1F: 3 clusters Score -308932.8 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -309291.125000 Penalty: 581.075562 Iteration 2F: 3 clusters Score -309291.1 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -309780.687500 Penalty: 581.075562 Iteration 3F: 3 clusters Score -309780.7 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -310331.187500 Penalty: 581.075562 Iteration 4F: 3 clusters Score -310331.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -310704.687500 Penalty: 581.075562 Iteration 5F: 3 clusters Score -310704.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -310885.750000 Penalty: 581.075562 Iteration 6Q: 3 clusters Score -310885.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -310993.187500 Penalty: 581.075562 Iteration 7Q: 3 clusters Score -310993.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -311060.156250 Penalty: 581.075562 Iteration 8Q: 3 clusters Score -311060.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -311104.687500 Penalty: 581.075562 Iteration 9Q: 3 clusters Score -311104.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -311118.281250 Penalty: 581.075562 Iteration 10Q: 3 clusters Score -311118.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -311128.312500 Penalty: 581.075562 Iteration 11Q: 3 clusters Score -311128.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -311132.843750 Penalty: 581.075562 Iteration 12Q: 3 clusters Score -311132.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -311136.718750 Penalty: 581.075562 Iteration 13Q: 3 clusters Score -311136.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -311140.593750 Penalty: 581.075562 Iteration 14Q: 3 clusters Score -311140.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -311141.500000 Penalty: 581.075562 Iteration 15Q: 3 clusters Score -311141.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -311141.500000 Penalty: 581.075562 Iteration 16F: 3 clusters Score -311141.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 49 (4696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Entering Unmasked Estep Score: -229632.546875 Penalty: 278.997406 Iteration 0F: 2 clusters Score -229632.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -226464.531250 Penalty: 557.994812 Iteration 0F: 3 clusters Score -226464.5 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -227778.187500 Penalty: 557.994812 Iteration 1F: 3 clusters Score -227778.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -227983.156250 Penalty: 557.994812 Iteration 2F: 3 clusters Score -227983.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -228172.484375 Penalty: 557.994812 Iteration 3F: 3 clusters Score -228172.5 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -228383.406250 Penalty: 557.994812 Iteration 4F: 3 clusters Score -228383.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -228587.359375 Penalty: 557.994812 Iteration 5F: 3 clusters Score -228587.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -228780.515625 Penalty: 557.994812 Iteration 6F: 3 clusters Score -228780.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -228977.812500 Penalty: 557.994812 Iteration 7Q: 3 clusters Score -228977.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -229135.328125 Penalty: 557.994812 Iteration 8Q: 3 clusters Score -229135.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -229226.359375 Penalty: 557.994812 Iteration 9Q: 3 clusters Score -229226.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -229289.296875 Penalty: 557.994812 Iteration 10Q: 3 clusters Score -229289.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -229326.843750 Penalty: 557.994812 Iteration 11Q: 3 clusters Score -229326.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -229349.468750 Penalty: 557.994812 Iteration 12Q: 3 clusters Score -229349.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -229362.203125 Penalty: 557.994812 Iteration 13Q: 3 clusters Score -229362.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -229369.453125 Penalty: 557.994812 Iteration 14Q: 3 clusters Score -229369.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -229374.468750 Penalty: 557.994812 Iteration 15Q: 3 clusters Score -229374.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -229376.375000 Penalty: 557.994812 Iteration 16Q: 3 clusters Score -229376.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -229377.640625 Penalty: 557.994812 Iteration 17Q: 3 clusters Score -229377.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -229379.812500 Penalty: 557.994812 Iteration 18Q: 3 clusters Score -229379.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -229382.453125 Penalty: 557.994812 Iteration 19Q: 3 clusters Score -229382.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -229385.109375 Penalty: 557.994812 Iteration 20F: 3 clusters Score -229385.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -229389.093750 Penalty: 557.994812 Iteration 21Q: 3 clusters Score -229389.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -229391.812500 Penalty: 557.994812 Iteration 22Q: 3 clusters Score -229391.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -229394.484375 Penalty: 557.994812 Iteration 23Q: 3 clusters Score -229394.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -229396.234375 Penalty: 557.994812 Iteration 24Q: 3 clusters Score -229396.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -229401.234375 Penalty: 557.994812 Iteration 25Q: 3 clusters Score -229401.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -229407.671875 Penalty: 557.994812 Iteration 26Q: 3 clusters Score -229407.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -229413.187500 Penalty: 557.994812 Iteration 27Q: 3 clusters Score -229413.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -229417.953125 Penalty: 557.994812 Iteration 28Q: 3 clusters Score -229418 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -229423.109375 Penalty: 557.994812 Iteration 29Q: 3 clusters Score -229423.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -229433.187500 Penalty: 557.994812 Iteration 30Q: 3 clusters Score -229433.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -229440.156250 Penalty: 557.994812 Iteration 31Q: 3 clusters Score -229440.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -229445.703125 Penalty: 557.994812 Iteration 32Q: 3 clusters Score -229445.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -229452.343750 Penalty: 557.994812 Iteration 33Q: 3 clusters Score -229452.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -229456.921875 Penalty: 557.994812 Iteration 34Q: 3 clusters Score -229456.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -229458.250000 Penalty: 557.994812 Iteration 35Q: 3 clusters Score -229458.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -229461.046875 Penalty: 557.994812 Iteration 36Q: 3 clusters Score -229461 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -229463.453125 Penalty: 557.994812 Iteration 37Q: 3 clusters Score -229463.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -229463.781250 Penalty: 557.994812 Iteration 38Q: 3 clusters Score -229463.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -229464.093750 Penalty: 557.994812 Iteration 39Q: 3 clusters Score -229464.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -229464.812500 Penalty: 557.994812 Iteration 40F: 3 clusters Score -229464.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -229464.984375 Penalty: 557.994812 Iteration 41Q: 3 clusters Score -229465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -229464.890625 Penalty: 557.994812 Iteration 42Q: 3 clusters Score -229464.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -229465.187500 Penalty: 557.994812 Iteration 43Q: 3 clusters Score -229465.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -229465.078125 Penalty: 557.994812 Iteration 44Q: 3 clusters Score -229465.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -229465.078125 Penalty: 557.994812 Iteration 45Q: 3 clusters Score -229465.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -229465.937500 Penalty: 557.994812 Iteration 46Q: 3 clusters Score -229465.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -229466.062500 Penalty: 557.994812 Iteration 47Q: 3 clusters Score -229466.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -229465.984375 Penalty: 557.994812 Iteration 48Q: 3 clusters Score -229466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -229466.187500 Penalty: 557.994812 Iteration 49Q: 3 clusters Score -229466.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -229466.500000 Penalty: 557.994812 Iteration 50Q: 3 clusters Score -229466.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -229466.703125 Penalty: 557.994812 Iteration 51Q: 3 clusters Score -229466.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -229466.703125 Penalty: 557.994812 Iteration 52F: 3 clusters Score -229466.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 50 (1102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Entering Unmasked Estep Score: -48989.050781 Penalty: 231.161102 Iteration 0F: 2 clusters Score -48989.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -48178.488281 Penalty: 462.322205 Iteration 0F: 3 clusters Score -48178.49 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -48480.554688 Penalty: 462.322205 Iteration 1F: 3 clusters Score -48480.55 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -48582.640625 Penalty: 462.322205 Iteration 2F: 3 clusters Score -48582.64 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -48636.746094 Penalty: 462.322205 Iteration 3F: 3 clusters Score -48636.75 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -48692.140625 Penalty: 462.322205 Iteration 4F: 3 clusters Score -48692.14 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48726.960938 Penalty: 462.322205 Iteration 5Q: 3 clusters Score -48726.96 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -48754.773438 Penalty: 462.322205 Iteration 6Q: 3 clusters Score -48754.77 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -48782.695312 Penalty: 462.322205 Iteration 7Q: 3 clusters Score -48782.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -48796.031250 Penalty: 462.322205 Iteration 8Q: 3 clusters Score -48796.03 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -48806.148438 Penalty: 462.322205 Iteration 9Q: 3 clusters Score -48806.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -48813.882812 Penalty: 462.322205 Iteration 10Q: 3 clusters Score -48813.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -48821.324219 Penalty: 462.322205 Iteration 11Q: 3 clusters Score -48821.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -48830.746094 Penalty: 462.322205 Iteration 12Q: 3 clusters Score -48830.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -48842.839844 Penalty: 462.322205 Iteration 13Q: 3 clusters Score -48842.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -48851.343750 Penalty: 462.322205 Iteration 14Q: 3 clusters Score -48851.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -48865.253906 Penalty: 462.322205 Iteration 15Q: 3 clusters Score -48865.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -48885.703125 Penalty: 462.322205 Iteration 16Q: 3 clusters Score -48885.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -48920.164062 Penalty: 462.322205 Iteration 17Q: 3 clusters Score -48920.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -48949.187500 Penalty: 462.322205 Iteration 18Q: 3 clusters Score -48949.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -48967.636719 Penalty: 462.322205 Iteration 19Q: 3 clusters Score -48967.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -48975.683594 Penalty: 462.322205 Iteration 20F: 3 clusters Score -48975.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -48982.589844 Penalty: 462.322205 Iteration 21Q: 3 clusters Score -48982.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -48986.238281 Penalty: 462.322205 Iteration 22Q: 3 clusters Score -48986.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -48987.218750 Penalty: 462.322205 Iteration 23Q: 3 clusters Score -48987.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -48988.222656 Penalty: 462.322205 Iteration 24Q: 3 clusters Score -48988.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -48988.757812 Penalty: 462.322205 Iteration 25Q: 3 clusters Score -48988.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -48988.757812 Penalty: 462.322205 Iteration 26F: 3 clusters Score -48988.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 51 (3519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Entering Unmasked Estep Score: -170059.562500 Penalty: 269.475739 Iteration 0F: 2 clusters Score -170059.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -167696.500000 Penalty: 538.951477 Iteration 0F: 3 clusters Score -167696.5 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -168615.109375 Penalty: 538.951477 Iteration 1F: 3 clusters Score -168615.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -168677.281250 Penalty: 538.951477 Iteration 2F: 3 clusters Score -168677.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -168752.500000 Penalty: 538.951477 Iteration 3Q: 3 clusters Score -168752.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -168880.531250 Penalty: 538.951477 Iteration 4F: 3 clusters Score -168880.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -169044.671875 Penalty: 538.951477 Iteration 5F: 3 clusters Score -169044.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -169178.609375 Penalty: 538.951477 Iteration 6F: 3 clusters Score -169178.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -169328.531250 Penalty: 538.951477 Iteration 7F: 3 clusters Score -169328.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -169474.578125 Penalty: 538.951477 Iteration 8F: 3 clusters Score -169474.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -169600.171875 Penalty: 538.951477 Iteration 9Q: 3 clusters Score -169600.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -169664.750000 Penalty: 538.951477 Iteration 10Q: 3 clusters Score -169664.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -169710.031250 Penalty: 538.951477 Iteration 11Q: 3 clusters Score -169710 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -169754.671875 Penalty: 538.951477 Iteration 12Q: 3 clusters Score -169754.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -169784.890625 Penalty: 538.951477 Iteration 13Q: 3 clusters Score -169784.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -169809.421875 Penalty: 538.951477 Iteration 14Q: 3 clusters Score -169809.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -169821.828125 Penalty: 538.951477 Iteration 15Q: 3 clusters Score -169821.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -169833.937500 Penalty: 538.951477 Iteration 16Q: 3 clusters Score -169833.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -169847.875000 Penalty: 538.951477 Iteration 17Q: 3 clusters Score -169847.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -169859.921875 Penalty: 538.951477 Iteration 18Q: 3 clusters Score -169859.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -169863.484375 Penalty: 538.951477 Iteration 19Q: 3 clusters Score -169863.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -169866.515625 Penalty: 538.951477 Iteration 20F: 3 clusters Score -169866.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -169868.031250 Penalty: 538.951477 Iteration 21Q: 3 clusters Score -169868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -169869.640625 Penalty: 538.951477 Iteration 22Q: 3 clusters Score -169869.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -169869.750000 Penalty: 538.951477 Iteration 23Q: 3 clusters Score -169869.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -169870.015625 Penalty: 538.951477 Iteration 24Q: 3 clusters Score -169870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -169870.281250 Penalty: 538.951477 Iteration 25Q: 3 clusters Score -169870.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -169870.359375 Penalty: 538.951477 Iteration 26Q: 3 clusters Score -169870.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -169870.718750 Penalty: 538.951477 Iteration 27Q: 3 clusters Score -169870.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -169871.343750 Penalty: 538.951477 Iteration 28Q: 3 clusters Score -169871.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -169871.609375 Penalty: 538.951477 Iteration 29Q: 3 clusters Score -169871.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -169871.796875 Penalty: 538.951477 Iteration 30Q: 3 clusters Score -169871.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -169871.796875 Penalty: 538.951477 Iteration 31F: 3 clusters Score -169871.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 52 (861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Entering Unmasked Estep Score: -29794.296875 Penalty: 223.017105 Iteration 0F: 2 clusters Score -29794.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -29163.646484 Penalty: 446.034210 Iteration 0F: 3 clusters Score -29163.65 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29519.238281 Penalty: 446.034210 Iteration 1F: 3 clusters Score -29519.24 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29590.917969 Penalty: 446.034210 Iteration 2F: 3 clusters Score -29590.92 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -29636.367188 Penalty: 446.034210 Iteration 3F: 3 clusters Score -29636.37 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -29668.685547 Penalty: 446.034210 Iteration 4Q: 3 clusters Score -29668.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -29689.794922 Penalty: 446.034210 Iteration 5Q: 3 clusters Score -29689.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -29700.863281 Penalty: 446.034210 Iteration 6Q: 3 clusters Score -29700.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -29707.929688 Penalty: 446.034210 Iteration 7Q: 3 clusters Score -29707.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -29713.263672 Penalty: 446.034210 Iteration 8Q: 3 clusters Score -29713.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -29720.656250 Penalty: 446.034210 Iteration 9Q: 3 clusters Score -29720.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -29728.373047 Penalty: 446.034210 Iteration 10Q: 3 clusters Score -29728.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -29733.466797 Penalty: 446.034210 Iteration 11Q: 3 clusters Score -29733.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -29735.195312 Penalty: 446.034210 Iteration 12Q: 3 clusters Score -29735.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -29735.730469 Penalty: 446.034210 Iteration 13Q: 3 clusters Score -29735.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -29736.156250 Penalty: 446.034210 Iteration 14Q: 3 clusters Score -29736.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29736.251953 Penalty: 446.034210 Iteration 15Q: 3 clusters Score -29736.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29736.251953 Penalty: 446.034210 Iteration 16F: 3 clusters Score -29736.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 53 (4339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Entering Unmasked Estep Score: -167561.625000 Penalty: 276.388184 Iteration 0F: 2 clusters Score -167561.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -164684.562500 Penalty: 552.776367 Iteration 0F: 3 clusters Score -164684.6 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -165995.218750 Penalty: 552.776367 Iteration 1F: 3 clusters Score -165995.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -166183.250000 Penalty: 552.776367 Iteration 2F: 3 clusters Score -166183.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -166446.906250 Penalty: 552.776367 Iteration 3F: 3 clusters Score -166446.9 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -166695.828125 Penalty: 552.776367 Iteration 4F: 3 clusters Score -166695.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -166870.781250 Penalty: 552.776367 Iteration 5F: 3 clusters Score -166870.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -167004.359375 Penalty: 552.776367 Iteration 6Q: 3 clusters Score -167004.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -167101.984375 Penalty: 552.776367 Iteration 7Q: 3 clusters Score -167102 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -167179.125000 Penalty: 552.776367 Iteration 8Q: 3 clusters Score -167179.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -167247.437500 Penalty: 552.776367 Iteration 9Q: 3 clusters Score -167247.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -167321.765625 Penalty: 552.776367 Iteration 10Q: 3 clusters Score -167321.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -167436.015625 Penalty: 552.776367 Iteration 11Q: 3 clusters Score -167436 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -167472.718750 Penalty: 552.776367 Iteration 12Q: 3 clusters Score -167472.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -167494.140625 Penalty: 552.776367 Iteration 13Q: 3 clusters Score -167494.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -167503.468750 Penalty: 552.776367 Iteration 14Q: 3 clusters Score -167503.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -167507.281250 Penalty: 552.776367 Iteration 15Q: 3 clusters Score -167507.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -167510.968750 Penalty: 552.776367 Iteration 16Q: 3 clusters Score -167511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -167511.812500 Penalty: 552.776367 Iteration 17Q: 3 clusters Score -167511.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -167512.515625 Penalty: 552.776367 Iteration 18Q: 3 clusters Score -167512.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -167512.937500 Penalty: 552.776367 Iteration 19Q: 3 clusters Score -167512.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -167518.187500 Penalty: 552.776367 Iteration 20F: 3 clusters Score -167518.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -167519.765625 Penalty: 552.776367 Iteration 21Q: 3 clusters Score -167519.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -167520.390625 Penalty: 552.776367 Iteration 22Q: 3 clusters Score -167520.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -167520.750000 Penalty: 552.776367 Iteration 23Q: 3 clusters Score -167520.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -167521.218750 Penalty: 552.776367 Iteration 24Q: 3 clusters Score -167521.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -167521.140625 Penalty: 552.776367 Iteration 25Q: 3 clusters Score -167521.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -167521.296875 Penalty: 552.776367 Iteration 26Q: 3 clusters Score -167521.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -167521.296875 Penalty: 552.776367 Iteration 27F: 3 clusters Score -167521.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 54 (20611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20611 members Entering Unmasked Estep Score: -961051.312500 Penalty: 327.808167 Iteration 0F: 2 clusters Score -961051.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -947298.812500 Penalty: 655.616333 Iteration 0F: 3 clusters Score -947298.8 nChanged 9830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -953508.187500 Penalty: 655.616333 Iteration 1F: 3 clusters Score -953508.2 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -954481.062500 Penalty: 655.616333 Iteration 2F: 3 clusters Score -954481.1 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -955512.812500 Penalty: 655.616333 Iteration 3F: 3 clusters Score -955512.8 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -956661.187500 Penalty: 655.616333 Iteration 4F: 3 clusters Score -956661.2 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -957653.062500 Penalty: 655.616333 Iteration 5F: 3 clusters Score -957653.1 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -958210.125000 Penalty: 655.616333 Iteration 6Q: 3 clusters Score -958210.1 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -958544.375000 Penalty: 655.616333 Iteration 7Q: 3 clusters Score -958544.4 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -958726.937500 Penalty: 655.616333 Iteration 8Q: 3 clusters Score -958726.9 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -958841.687500 Penalty: 655.616333 Iteration 9Q: 3 clusters Score -958841.7 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -958929.125000 Penalty: 655.616333 Iteration 10Q: 3 clusters Score -958929.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -958986.125000 Penalty: 655.616333 Iteration 11Q: 3 clusters Score -958986.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -959037.812500 Penalty: 655.616333 Iteration 12Q: 3 clusters Score -959037.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -959096.750000 Penalty: 655.616333 Iteration 13Q: 3 clusters Score -959096.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -959162.000000 Penalty: 655.616333 Iteration 14Q: 3 clusters Score -959162 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -959227.062500 Penalty: 655.616333 Iteration 15Q: 3 clusters Score -959227.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -959287.062500 Penalty: 655.616333 Iteration 16Q: 3 clusters Score -959287.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -959361.562500 Penalty: 655.616333 Iteration 17Q: 3 clusters Score -959361.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -959424.750000 Penalty: 655.616333 Iteration 18Q: 3 clusters Score -959424.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -959492.062500 Penalty: 655.616333 Iteration 19Q: 3 clusters Score -959492.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -959574.250000 Penalty: 655.616333 Iteration 20F: 3 clusters Score -959574.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -959667.125000 Penalty: 655.616333 Iteration 21Q: 3 clusters Score -959667.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -959768.750000 Penalty: 655.616333 Iteration 22Q: 3 clusters Score -959768.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 14484 members Entering Unmasked Estep Score: -959872.875000 Penalty: 655.616333 Iteration 23Q: 3 clusters Score -959872.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 14707 members Entering Unmasked Estep Score: -959975.375000 Penalty: 655.616333 Iteration 24Q: 3 clusters Score -959975.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -960096.437500 Penalty: 655.616333 Iteration 25Q: 3 clusters Score -960096.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -960228.875000 Penalty: 655.616333 Iteration 26Q: 3 clusters Score -960228.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -960359.937500 Penalty: 655.616333 Iteration 27Q: 3 clusters Score -960359.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -960493.250000 Penalty: 655.616333 Iteration 28Q: 3 clusters Score -960493.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -960617.125000 Penalty: 655.616333 Iteration 29Q: 3 clusters Score -960617.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 15854 members Entering Unmasked Estep Score: -960727.687500 Penalty: 655.616333 Iteration 30Q: 3 clusters Score -960727.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 16008 members Entering Unmasked Estep Score: -960811.187500 Penalty: 655.616333 Iteration 31Q: 3 clusters Score -960811.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -960858.062500 Penalty: 655.616333 Iteration 32Q: 3 clusters Score -960858.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -960893.375000 Penalty: 655.616333 Iteration 33Q: 3 clusters Score -960893.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 16316 members Entering Unmasked Estep Score: -960923.812500 Penalty: 655.616333 Iteration 34Q: 3 clusters Score -960923.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -960957.062500 Penalty: 655.616333 Iteration 35Q: 3 clusters Score -960957.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -961009.812500 Penalty: 655.616333 Iteration 36Q: 3 clusters Score -961009.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -961071.375000 Penalty: 655.616333 Iteration 37Q: 3 clusters Score -961071.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 16734 members Entering Unmasked Estep Score: -961144.437500 Penalty: 655.616333 Iteration 38Q: 3 clusters Score -961144.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 16844 members Entering Unmasked Estep Score: -961218.812500 Penalty: 655.616333 Iteration 39Q: 3 clusters Score -961218.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 16945 members Entering Unmasked Estep Score: -961289.687500 Penalty: 655.616333 Iteration 40F: 3 clusters Score -961289.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -961381.062500 Penalty: 655.616333 Iteration 41Q: 3 clusters Score -961381.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -961471.562500 Penalty: 655.616333 Iteration 42Q: 3 clusters Score -961471.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 17310 members Entering Unmasked Estep Score: -961537.187500 Penalty: 655.616333 Iteration 43Q: 3 clusters Score -961537.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 17415 members Entering Unmasked Estep Score: -961577.437500 Penalty: 655.616333 Iteration 44Q: 3 clusters Score -961577.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -961602.062500 Penalty: 655.616333 Iteration 45Q: 3 clusters Score -961602.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 17562 members Entering Unmasked Estep Score: -961616.687500 Penalty: 655.616333 Iteration 46Q: 3 clusters Score -961616.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 17610 members Entering Unmasked Estep Score: -961626.187500 Penalty: 655.616333 Iteration 47Q: 3 clusters Score -961626.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 17650 members Entering Unmasked Estep Score: -961628.875000 Penalty: 655.616333 Iteration 48Q: 3 clusters Score -961628.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 17687 members Entering Unmasked Estep Score: -961636.562500 Penalty: 655.616333 Iteration 49Q: 3 clusters Score -961636.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 17726 members Entering Unmasked Estep Score: -961641.625000 Penalty: 655.616333 Iteration 50Q: 3 clusters Score -961641.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -961643.312500 Penalty: 655.616333 Iteration 51Q: 3 clusters Score -961643.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -961645.500000 Penalty: 655.616333 Iteration 52Q: 3 clusters Score -961645.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 17797 members Entering Unmasked Estep Score: -961647.500000 Penalty: 655.616333 Iteration 53Q: 3 clusters Score -961647.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 17815 members Entering Unmasked Estep Score: -961649.062500 Penalty: 655.616333 Iteration 54Q: 3 clusters Score -961649.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -961649.187500 Penalty: 655.616333 Iteration 55Q: 3 clusters Score -961649.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -961651.375000 Penalty: 655.616333 Iteration 56Q: 3 clusters Score -961651.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -961651.750000 Penalty: 655.616333 Iteration 57Q: 3 clusters Score -961651.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -961652.875000 Penalty: 655.616333 Iteration 58Q: 3 clusters Score -961652.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 17889 members Entering Unmasked Estep Score: -961653.937500 Penalty: 655.616333 Iteration 59Q: 3 clusters Score -961653.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -961654.625000 Penalty: 655.616333 Iteration 60F: 3 clusters Score -961654.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 17898 members Entering Unmasked Estep Score: -961654.875000 Penalty: 655.616333 Iteration 61Q: 3 clusters Score -961654.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 17900 members Entering Unmasked Estep Score: -961655.062500 Penalty: 655.616333 Iteration 62Q: 3 clusters Score -961655.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -961654.875000 Penalty: 655.616333 Iteration 63Q: 3 clusters Score -961654.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 17902 members Entering Unmasked Estep Score: -961653.750000 Penalty: 655.616333 Iteration 64Q: 3 clusters Score -961653.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -961653.375000 Penalty: 655.616333 Iteration 65Q: 3 clusters Score -961653.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -961653.375000 Penalty: 655.616333 Iteration 66F: 3 clusters Score -961653.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 299 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 2708 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 947 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Mstep: Class 83 contains 3102 members Mstep: Class 84 contains 1535 members Mstep: Class 85 contains 17903 members Entering Unmasked Estep Score: -18630628.000000 Penalty: 36456.781250 Splitting cluster 54 changes total score from -18612332.000000 to -18630628.000000 So it's getting split into cluster 85. Entering ConstructFrom: Trying to split cluster 55 (5731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Entering Unmasked Estep Score: -273972.656250 Penalty: 285.570312 Iteration 0F: 2 clusters Score -273972.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -270221.437500 Penalty: 571.140625 Iteration 0F: 3 clusters Score -270221.4 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -272041.437500 Penalty: 571.140625 Iteration 1F: 3 clusters Score -272041.4 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -272353.750000 Penalty: 571.140625 Iteration 2F: 3 clusters Score -272353.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -272582.187500 Penalty: 571.140625 Iteration 3F: 3 clusters Score -272582.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -272740.125000 Penalty: 571.140625 Iteration 4F: 3 clusters Score -272740.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -272867.062500 Penalty: 571.140625 Iteration 5Q: 3 clusters Score -272867.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -272964.812500 Penalty: 571.140625 Iteration 6Q: 3 clusters Score -272964.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -273053.687500 Penalty: 571.140625 Iteration 7Q: 3 clusters Score -273053.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -273147.437500 Penalty: 571.140625 Iteration 8Q: 3 clusters Score -273147.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -273260.625000 Penalty: 571.140625 Iteration 9Q: 3 clusters Score -273260.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -273366.843750 Penalty: 571.140625 Iteration 10Q: 3 clusters Score -273366.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -273448.937500 Penalty: 571.140625 Iteration 11Q: 3 clusters Score -273448.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -273531.906250 Penalty: 571.140625 Iteration 12Q: 3 clusters Score -273531.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -273599.156250 Penalty: 571.140625 Iteration 13Q: 3 clusters Score -273599.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -273672.406250 Penalty: 571.140625 Iteration 14Q: 3 clusters Score -273672.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -273738.500000 Penalty: 571.140625 Iteration 15Q: 3 clusters Score -273738.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -273755.375000 Penalty: 571.140625 Iteration 16Q: 3 clusters Score -273755.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -273759.468750 Penalty: 571.140625 Iteration 17Q: 3 clusters Score -273759.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -273762.125000 Penalty: 571.140625 Iteration 18Q: 3 clusters Score -273762.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -273763.500000 Penalty: 571.140625 Iteration 19Q: 3 clusters Score -273763.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -273764.562500 Penalty: 571.140625 Iteration 20F: 3 clusters Score -273764.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -273764.937500 Penalty: 571.140625 Iteration 21Q: 3 clusters Score -273764.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -273766.531250 Penalty: 571.140625 Iteration 22Q: 3 clusters Score -273766.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -273767.968750 Penalty: 571.140625 Iteration 23Q: 3 clusters Score -273768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -273769.281250 Penalty: 571.140625 Iteration 24Q: 3 clusters Score -273769.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -273770.531250 Penalty: 571.140625 Iteration 25Q: 3 clusters Score -273770.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -273770.625000 Penalty: 571.140625 Iteration 26Q: 3 clusters Score -273770.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -273770.281250 Penalty: 571.140625 Iteration 27Q: 3 clusters Score -273770.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -273770.281250 Penalty: 571.140625 Iteration 28F: 3 clusters Score -273770.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 56 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -44566.117188 Penalty: 226.158875 Iteration 0F: 2 clusters Score -44566.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -43870.371094 Penalty: 452.317749 Iteration 0F: 3 clusters Score -43870.37 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -44196.042969 Penalty: 452.317749 Iteration 1F: 3 clusters Score -44196.04 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -44299.660156 Penalty: 452.317749 Iteration 2F: 3 clusters Score -44299.66 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -44365.875000 Penalty: 452.317749 Iteration 3F: 3 clusters Score -44365.88 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -44430.316406 Penalty: 452.317749 Iteration 4F: 3 clusters Score -44430.32 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -44548.562500 Penalty: 452.317749 Iteration 5F: 3 clusters Score -44548.56 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -44628.941406 Penalty: 452.317749 Iteration 6F: 3 clusters Score -44628.94 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -44654.714844 Penalty: 452.317749 Iteration 7Q: 3 clusters Score -44654.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -44665.265625 Penalty: 452.317749 Iteration 8Q: 3 clusters Score -44665.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -44670.109375 Penalty: 452.317749 Iteration 9Q: 3 clusters Score -44670.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -44673.628906 Penalty: 452.317749 Iteration 10Q: 3 clusters Score -44673.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -44675.343750 Penalty: 452.317749 Iteration 11Q: 3 clusters Score -44675.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -44678.355469 Penalty: 452.317749 Iteration 12Q: 3 clusters Score -44678.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -44680.894531 Penalty: 452.317749 Iteration 13Q: 3 clusters Score -44680.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -44683.136719 Penalty: 452.317749 Iteration 14Q: 3 clusters Score -44683.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -44683.328125 Penalty: 452.317749 Iteration 15Q: 3 clusters Score -44683.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -44684.128906 Penalty: 452.317749 Iteration 16Q: 3 clusters Score -44684.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -44684.648438 Penalty: 452.317749 Iteration 17Q: 3 clusters Score -44684.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -44685.093750 Penalty: 452.317749 Iteration 18Q: 3 clusters Score -44685.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -44685.605469 Penalty: 452.317749 Iteration 19Q: 3 clusters Score -44685.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -44685.605469 Penalty: 452.317749 Iteration 20F: 3 clusters Score -44685.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 299 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 2708 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 218 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 902 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Mstep: Class 83 contains 3102 members Mstep: Class 84 contains 1535 members Mstep: Class 85 contains 17903 members Mstep: Class 86 contains 729 members Entering Unmasked Estep Score: -18630564.000000 Penalty: 36885.687500 Splitting cluster 56 changes total score from -18612332.000000 to -18630564.000000 So it's getting split into cluster 86. Entering ConstructFrom: Trying to split cluster 57 (6304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Entering Unmasked Estep Score: -274060.062500 Penalty: 288.714996 Iteration 0F: 2 clusters Score -274060.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -269851.156250 Penalty: 577.429993 Iteration 0F: 3 clusters Score -269851.2 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -271782.062500 Penalty: 577.429993 Iteration 1F: 3 clusters Score -271782.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -271982.750000 Penalty: 577.429993 Iteration 2F: 3 clusters Score -271982.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -272206.406250 Penalty: 577.429993 Iteration 3F: 3 clusters Score -272206.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -272438.437500 Penalty: 577.429993 Iteration 4F: 3 clusters Score -272438.4 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -272687.500000 Penalty: 577.429993 Iteration 5F: 3 clusters Score -272687.5 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -272957.031250 Penalty: 577.429993 Iteration 6F: 3 clusters Score -272957 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -273143.593750 Penalty: 577.429993 Iteration 7Q: 3 clusters Score -273143.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -273263.468750 Penalty: 577.429993 Iteration 8Q: 3 clusters Score -273263.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -273347.687500 Penalty: 577.429993 Iteration 9Q: 3 clusters Score -273347.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -273425.593750 Penalty: 577.429993 Iteration 10Q: 3 clusters Score -273425.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -273494.875000 Penalty: 577.429993 Iteration 11Q: 3 clusters Score -273494.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -273559.687500 Penalty: 577.429993 Iteration 12Q: 3 clusters Score -273559.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -273605.281250 Penalty: 577.429993 Iteration 13Q: 3 clusters Score -273605.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -273643.968750 Penalty: 577.429993 Iteration 14Q: 3 clusters Score -273644 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -273683.562500 Penalty: 577.429993 Iteration 15Q: 3 clusters Score -273683.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -273715.312500 Penalty: 577.429993 Iteration 16Q: 3 clusters Score -273715.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -273740.375000 Penalty: 577.429993 Iteration 17Q: 3 clusters Score -273740.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -273761.625000 Penalty: 577.429993 Iteration 18Q: 3 clusters Score -273761.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -273774.687500 Penalty: 577.429993 Iteration 19Q: 3 clusters Score -273774.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -273784.406250 Penalty: 577.429993 Iteration 20F: 3 clusters Score -273784.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -273795.218750 Penalty: 577.429993 Iteration 21Q: 3 clusters Score -273795.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -273804.406250 Penalty: 577.429993 Iteration 22Q: 3 clusters Score -273804.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -273809.187500 Penalty: 577.429993 Iteration 23Q: 3 clusters Score -273809.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -273815.625000 Penalty: 577.429993 Iteration 24Q: 3 clusters Score -273815.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -273821.687500 Penalty: 577.429993 Iteration 25Q: 3 clusters Score -273821.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -273831.187500 Penalty: 577.429993 Iteration 26Q: 3 clusters Score -273831.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -273839.906250 Penalty: 577.429993 Iteration 27Q: 3 clusters Score -273839.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -273849.062500 Penalty: 577.429993 Iteration 28Q: 3 clusters Score -273849.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -273859.750000 Penalty: 577.429993 Iteration 29Q: 3 clusters Score -273859.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -273870.906250 Penalty: 577.429993 Iteration 30Q: 3 clusters Score -273870.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -273877.312500 Penalty: 577.429993 Iteration 31Q: 3 clusters Score -273877.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -273882.250000 Penalty: 577.429993 Iteration 32Q: 3 clusters Score -273882.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -273885.125000 Penalty: 577.429993 Iteration 33Q: 3 clusters Score -273885.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -273887.812500 Penalty: 577.429993 Iteration 34Q: 3 clusters Score -273887.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -273891.937500 Penalty: 577.429993 Iteration 35Q: 3 clusters Score -273891.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -273893.531250 Penalty: 577.429993 Iteration 36Q: 3 clusters Score -273893.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -273894.187500 Penalty: 577.429993 Iteration 37Q: 3 clusters Score -273894.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -273894.750000 Penalty: 577.429993 Iteration 38Q: 3 clusters Score -273894.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -273897.156250 Penalty: 577.429993 Iteration 39Q: 3 clusters Score -273897.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -273899.281250 Penalty: 577.429993 Iteration 40F: 3 clusters Score -273899.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -273901.125000 Penalty: 577.429993 Iteration 41Q: 3 clusters Score -273901.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -273902.937500 Penalty: 577.429993 Iteration 42Q: 3 clusters Score -273902.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -273904.843750 Penalty: 577.429993 Iteration 43Q: 3 clusters Score -273904.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -273905.718750 Penalty: 577.429993 Iteration 44Q: 3 clusters Score -273905.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -273905.718750 Penalty: 577.429993 Iteration 45F: 3 clusters Score -273905.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 58 (902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Entering Unmasked Estep Score: -34913.300781 Penalty: 224.552277 Iteration 0F: 2 clusters Score -34913.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -34250.746094 Penalty: 449.104553 Iteration 0F: 3 clusters Score -34250.75 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -34628.371094 Penalty: 449.104553 Iteration 1F: 3 clusters Score -34628.37 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -34768.210938 Penalty: 449.104553 Iteration 2F: 3 clusters Score -34768.21 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -34841.339844 Penalty: 449.104553 Iteration 3F: 3 clusters Score -34841.34 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -34882.890625 Penalty: 449.104553 Iteration 4Q: 3 clusters Score -34882.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -34901.945312 Penalty: 449.104553 Iteration 5Q: 3 clusters Score -34901.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -34917.164062 Penalty: 449.104553 Iteration 6Q: 3 clusters Score -34917.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -34924.085938 Penalty: 449.104553 Iteration 7Q: 3 clusters Score -34924.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -34927.171875 Penalty: 449.104553 Iteration 8Q: 3 clusters Score -34927.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -34929.019531 Penalty: 449.104553 Iteration 9Q: 3 clusters Score -34929.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -34930.410156 Penalty: 449.104553 Iteration 10Q: 3 clusters Score -34930.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -34931.324219 Penalty: 449.104553 Iteration 11Q: 3 clusters Score -34931.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -34932.402344 Penalty: 449.104553 Iteration 12Q: 3 clusters Score -34932.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -34932.906250 Penalty: 449.104553 Iteration 13Q: 3 clusters Score -34932.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -34934.953125 Penalty: 449.104553 Iteration 14F: 3 clusters Score -34934.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -34938.644531 Penalty: 449.104553 Iteration 15Q: 3 clusters Score -34938.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -34945.332031 Penalty: 449.104553 Iteration 16Q: 3 clusters Score -34945.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -34962.734375 Penalty: 449.104553 Iteration 17Q: 3 clusters Score -34962.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -35005.800781 Penalty: 449.104553 Iteration 18Q: 3 clusters Score -35005.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -35019.574219 Penalty: 449.104553 Iteration 19Q: 3 clusters Score -35019.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -35021.414062 Penalty: 449.104553 Iteration 20F: 3 clusters Score -35021.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -35023.886719 Penalty: 449.104553 Iteration 21Q: 3 clusters Score -35023.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -35027.132812 Penalty: 449.104553 Iteration 22Q: 3 clusters Score -35027.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -35031.593750 Penalty: 449.104553 Iteration 23Q: 3 clusters Score -35031.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -35034.726562 Penalty: 449.104553 Iteration 24Q: 3 clusters Score -35034.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -35035.570312 Penalty: 449.104553 Iteration 25Q: 3 clusters Score -35035.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -35035.667969 Penalty: 449.104553 Iteration 26Q: 3 clusters Score -35035.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -35035.667969 Penalty: 449.104553 Iteration 27F: 3 clusters Score -35035.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 299 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 2708 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 218 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 340 members Mstep: Class 59 contains 397 members Mstep: Class 60 contains 5210 members Mstep: Class 61 contains 3953 members Mstep: Class 62 contains 7593 members Mstep: Class 63 contains 771 members Mstep: Class 64 contains 684 members Mstep: Class 65 contains 279 members Mstep: Class 66 contains 2290 members Mstep: Class 67 contains 424 members Mstep: Class 68 contains 1184 members Mstep: Class 69 contains 1088 members Mstep: Class 70 contains 934 members Mstep: Class 71 contains 926 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 612 members Mstep: Class 74 contains 2217 members Mstep: Class 75 contains 1109 members Mstep: Class 76 contains 4033 members Mstep: Class 77 contains 15592 members Mstep: Class 78 contains 1425 members Mstep: Class 79 contains 7557 members Mstep: Class 80 contains 21006 members Mstep: Class 81 contains 165 members Mstep: Class 82 contains 714 members Mstep: Class 83 contains 3102 members Mstep: Class 84 contains 1535 members Mstep: Class 85 contains 17903 members Mstep: Class 86 contains 729 members Mstep: Class 87 contains 562 members Entering Unmasked Estep Score: -18630500.000000 Penalty: 37314.589844 Splitting cluster 58 changes total score from -18612332.000000 to -18630500.000000 So it's getting split into cluster 87. Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 25712 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 37074 members Mstep: Class 5 contains 4576 members Mstep: Class 6 contains 8790 members Mstep: Class 7 contains 4772 members Mstep: Class 8 contains 401 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 1217 members Mstep: Class 11 contains 5580 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 23266 members Mstep: Class 16 contains 14403 members Mstep: Class 17 contains 281 members Mstep: Class 18 contains 4768 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 7458 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 5065 members Mstep: Class 23 contains 11922 members Mstep: Class 24 contains 1036 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 3602 members Mstep: Class 27 contains 1760 members Mstep: Class 28 contains 4912 members Mstep: Class 29 contains 3362 members Mstep: Class 30 contains 1008 members Mstep: Class 31 contains 3983 members Mstep: Class 32 contains 12183 members Mstep: Class 33 contains 4424 members Mstep: Class 34 contains 1811 members Mstep: Class 35 contains 2620 members Mstep: Class 36 contains 15415 members Mstep: Class 37 contains 2909 members Mstep: Class 38 contains 1002 members Mstep: Class 39 contains 18999 members Mstep: Class 40 contains 4760 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 410 members Mstep: Class 43 contains 5986 members Mstep: Class 44 contains 10896 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 3945 members Mstep: Class 47 contains 299 members Mstep: Class 48 contains 6662 members Mstep: Class 49 contains 4696 members Mstep: Class 50 contains 1102 members Mstep: Class 51 contains 3519 members Mstep: Class 52 contains 861 members Mstep: Class 53 contains 4339 members Mstep: Class 54 contains 2708 members Mstep: Class 55 contains 5731 members Mstep: Class 56 contains 218 members Mstep: Class 57 contains 6304 members Mstep: Class 58 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -18636348.000000 Penalty: 37314.589844 Iteration 119Q: 88 clusters Score -1.863635e+07 nChanged 9072 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 25848 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 36631 members Mstep: Class 5 contains 4622 members Mstep: Class 6 contains 8823 members Mstep: Class 7 contains 4582 members Mstep: Class 8 contains 428 members Mstep: Class 9 contains 5642 members Mstep: Class 10 contains 1412 members Mstep: Class 11 contains 5647 members Mstep: Class 12 contains 290 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 4061 members Mstep: Class 15 contains 23166 members Mstep: Class 16 contains 14362 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4948 members Mstep: Class 19 contains 2432 members Mstep: Class 20 contains 7321 members Mstep: Class 21 contains 11932 members Mstep: Class 22 contains 5062 members Mstep: Class 23 contains 12041 members Mstep: Class 24 contains 1398 members Mstep: Class 25 contains 3927 members Mstep: Class 26 contains 3725 members Mstep: Class 27 contains 1753 members Mstep: Class 28 contains 4956 members Mstep: Class 29 contains 3365 members Mstep: Class 30 contains 1021 members Mstep: Class 31 contains 4018 members Mstep: Class 32 contains 12443 members Mstep: Class 33 contains 4430 members Mstep: Class 34 contains 1848 members Mstep: Class 35 contains 2647 members Mstep: Class 36 contains 15409 members Mstep: Class 37 contains 2967 members Mstep: Class 38 contains 1161 members Mstep: Class 39 contains 19461 members Mstep: Class 40 contains 4845 members Mstep: Class 41 contains 213 members Mstep: Class 42 contains 420 members Mstep: Class 43 contains 6222 members Mstep: Class 44 contains 10949 members Mstep: Class 45 contains 1949 members Mstep: Class 46 contains 4094 members Mstep: Class 47 contains 276 members Mstep: Class 48 contains 6694 members Mstep: Class 49 contains 4647 members Mstep: Class 50 contains 1100 members Mstep: Class 51 contains 3602 members Mstep: Class 52 contains 905 members Mstep: Class 53 contains 4352 members Mstep: Class 54 contains 2717 members Mstep: Class 55 contains 5710 members Mstep: Class 56 contains 230 members Mstep: Class 57 contains 6133 members Mstep: Class 58 contains 414 members Mstep: Class 59 contains 443 members Mstep: Class 60 contains 5082 members Mstep: Class 61 contains 3853 members Mstep: Class 62 contains 6925 members Mstep: Class 63 contains 790 members Mstep: Class 64 contains 724 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2353 members Mstep: Class 67 contains 401 members Mstep: Class 68 contains 1114 members Mstep: Class 69 contains 1014 members Mstep: Class 70 contains 892 members Mstep: Class 71 contains 959 members Mstep: Class 72 contains 1265 members Mstep: Class 73 contains 608 members Mstep: Class 74 contains 2167 members Mstep: Class 75 contains 1081 members Mstep: Class 76 contains 4058 members Mstep: Class 77 contains 15408 members Mstep: Class 78 contains 1366 members Mstep: Class 79 contains 7349 members Mstep: Class 80 contains 20714 members Mstep: Class 81 contains 160 members Mstep: Class 82 contains 655 members Mstep: Class 83 contains 3056 members Mstep: Class 84 contains 1445 members Mstep: Class 85 contains 17575 members Mstep: Class 86 contains 734 members Mstep: Class 87 contains 532 members Entering Unmasked Estep ConsiderDeletion Score: -18643982.000000 Penalty: 37314.589844 Iteration 120F: 88 clusters Score -1.864398e+07 nChanged 9117 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 24736 members Mstep: Class 3 contains 2064 members Mstep: Class 4 contains 36187 members Mstep: Class 5 contains 4620 members Mstep: Class 6 contains 8691 members Mstep: Class 7 contains 4320 members Mstep: Class 8 contains 460 members Mstep: Class 9 contains 5733 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 5361 members Mstep: Class 12 contains 291 members Mstep: Class 13 contains 95 members Mstep: Class 14 contains 4116 members Mstep: Class 15 contains 23136 members Mstep: Class 16 contains 14351 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4734 members Mstep: Class 19 contains 2443 members Mstep: Class 20 contains 7202 members Mstep: Class 21 contains 11856 members Mstep: Class 22 contains 4973 members Mstep: Class 23 contains 12063 members Mstep: Class 24 contains 1731 members Mstep: Class 25 contains 3885 members Mstep: Class 26 contains 4150 members Mstep: Class 27 contains 1745 members Mstep: Class 28 contains 4800 members Mstep: Class 29 contains 3374 members Mstep: Class 30 contains 1014 members Mstep: Class 31 contains 3944 members Mstep: Class 32 contains 12623 members Mstep: Class 33 contains 4411 members Mstep: Class 34 contains 1862 members Mstep: Class 35 contains 2646 members Mstep: Class 36 contains 15063 members Mstep: Class 37 contains 2954 members Mstep: Class 38 contains 1217 members Mstep: Class 39 contains 19745 members Mstep: Class 40 contains 4826 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 423 members Mstep: Class 43 contains 6403 members Mstep: Class 44 contains 10952 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 4116 members Mstep: Class 47 contains 273 members Mstep: Class 48 contains 6707 members Mstep: Class 49 contains 4595 members Mstep: Class 50 contains 1092 members Mstep: Class 51 contains 3624 members Mstep: Class 52 contains 814 members Mstep: Class 53 contains 4325 members Mstep: Class 54 contains 2725 members Mstep: Class 55 contains 5693 members Mstep: Class 56 contains 229 members Mstep: Class 57 contains 5830 members Mstep: Class 58 contains 436 members Mstep: Class 59 contains 504 members Mstep: Class 60 contains 4988 members Mstep: Class 61 contains 3994 members Mstep: Class 62 contains 6918 members Mstep: Class 63 contains 871 members Mstep: Class 64 contains 765 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2507 members Mstep: Class 67 contains 396 members Mstep: Class 68 contains 1314 members Mstep: Class 69 contains 1027 members Mstep: Class 70 contains 882 members Mstep: Class 71 contains 1113 members Mstep: Class 72 contains 1275 members Mstep: Class 73 contains 656 members Mstep: Class 74 contains 2199 members Mstep: Class 75 contains 1157 members Mstep: Class 76 contains 5070 members Mstep: Class 77 contains 15455 members Mstep: Class 78 contains 1359 members Mstep: Class 79 contains 7382 members Mstep: Class 80 contains 20648 members Mstep: Class 81 contains 163 members Mstep: Class 82 contains 672 members Mstep: Class 83 contains 3095 members Mstep: Class 84 contains 1472 members Mstep: Class 85 contains 17646 members Mstep: Class 86 contains 740 members Mstep: Class 87 contains 552 members Entering Unmasked Estep ConsiderDeletion Score: -18649354.000000 Penalty: 37314.589844 Iteration 121Q: 88 clusters Score -1.864935e+07 nChanged 6380 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 23769 members Mstep: Class 3 contains 2062 members Mstep: Class 4 contains 35855 members Mstep: Class 5 contains 4615 members Mstep: Class 6 contains 8596 members Mstep: Class 7 contains 4028 members Mstep: Class 8 contains 485 members Mstep: Class 9 contains 5839 members Mstep: Class 10 contains 1726 members Mstep: Class 11 contains 5157 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 94 members Mstep: Class 14 contains 4157 members Mstep: Class 15 contains 23101 members Mstep: Class 16 contains 14322 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4628 members Mstep: Class 19 contains 2455 members Mstep: Class 20 contains 7089 members Mstep: Class 21 contains 11782 members Mstep: Class 22 contains 4907 members Mstep: Class 23 contains 12057 members Mstep: Class 24 contains 2074 members Mstep: Class 25 contains 3868 members Mstep: Class 26 contains 4597 members Mstep: Class 27 contains 1745 members Mstep: Class 28 contains 4686 members Mstep: Class 29 contains 3378 members Mstep: Class 30 contains 1015 members Mstep: Class 31 contains 3879 members Mstep: Class 32 contains 12770 members Mstep: Class 33 contains 4413 members Mstep: Class 34 contains 2036 members Mstep: Class 35 contains 2651 members Mstep: Class 36 contains 14711 members Mstep: Class 37 contains 2943 members Mstep: Class 38 contains 1360 members Mstep: Class 39 contains 19959 members Mstep: Class 40 contains 4785 members Mstep: Class 41 contains 205 members Mstep: Class 42 contains 434 members Mstep: Class 43 contains 6648 members Mstep: Class 44 contains 10971 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 4130 members Mstep: Class 47 contains 286 members Mstep: Class 48 contains 6682 members Mstep: Class 49 contains 4554 members Mstep: Class 50 contains 1078 members Mstep: Class 51 contains 3642 members Mstep: Class 52 contains 768 members Mstep: Class 53 contains 4310 members Mstep: Class 54 contains 2769 members Mstep: Class 55 contains 5676 members Mstep: Class 56 contains 229 members Mstep: Class 57 contains 5591 members Mstep: Class 58 contains 455 members Mstep: Class 59 contains 554 members Mstep: Class 60 contains 4953 members Mstep: Class 61 contains 4099 members Mstep: Class 62 contains 6935 members Mstep: Class 63 contains 926 members Mstep: Class 64 contains 793 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2595 members Mstep: Class 67 contains 389 members Mstep: Class 68 contains 1464 members Mstep: Class 69 contains 1057 members Mstep: Class 70 contains 874 members Mstep: Class 71 contains 1218 members Mstep: Class 72 contains 1274 members Mstep: Class 73 contains 676 members Mstep: Class 74 contains 2208 members Mstep: Class 75 contains 1210 members Mstep: Class 76 contains 5571 members Mstep: Class 77 contains 15478 members Mstep: Class 78 contains 1356 members Mstep: Class 79 contains 7368 members Mstep: Class 80 contains 20580 members Mstep: Class 81 contains 163 members Mstep: Class 82 contains 664 members Mstep: Class 83 contains 3118 members Mstep: Class 84 contains 1484 members Mstep: Class 85 contains 17660 members Mstep: Class 86 contains 745 members Mstep: Class 87 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -18653586.000000 Penalty: 37314.589844 Iteration 122Q: 88 clusters Score -1.865359e+07 nChanged 5523 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 22844 members Mstep: Class 3 contains 2075 members Mstep: Class 4 contains 35559 members Mstep: Class 5 contains 4616 members Mstep: Class 6 contains 8532 members Mstep: Class 7 contains 3650 members Mstep: Class 8 contains 509 members Mstep: Class 9 contains 5962 members Mstep: Class 10 contains 1830 members Mstep: Class 11 contains 4994 members Mstep: Class 12 contains 303 members Mstep: Class 13 contains 96 members Mstep: Class 14 contains 4200 members Mstep: Class 15 contains 23071 members Mstep: Class 16 contains 14304 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4561 members Mstep: Class 19 contains 2470 members Mstep: Class 20 contains 6982 members Mstep: Class 21 contains 11720 members Mstep: Class 22 contains 4861 members Mstep: Class 23 contains 12025 members Mstep: Class 24 contains 2517 members Mstep: Class 25 contains 3850 members Mstep: Class 26 contains 5085 members Mstep: Class 27 contains 1747 members Mstep: Class 28 contains 4576 members Mstep: Class 29 contains 3380 members Mstep: Class 30 contains 1024 members Mstep: Class 31 contains 3810 members Mstep: Class 32 contains 12886 members Mstep: Class 33 contains 4408 members Mstep: Class 34 contains 2188 members Mstep: Class 35 contains 2652 members Mstep: Class 36 contains 14348 members Mstep: Class 37 contains 2942 members Mstep: Class 38 contains 1508 members Mstep: Class 39 contains 20165 members Mstep: Class 40 contains 4753 members Mstep: Class 41 contains 206 members Mstep: Class 42 contains 456 members Mstep: Class 43 contains 6920 members Mstep: Class 44 contains 11008 members Mstep: Class 45 contains 1954 members Mstep: Class 46 contains 4132 members Mstep: Class 47 contains 300 members Mstep: Class 48 contains 6655 members Mstep: Class 49 contains 4498 members Mstep: Class 50 contains 1053 members Mstep: Class 51 contains 3654 members Mstep: Class 52 contains 723 members Mstep: Class 53 contains 4297 members Mstep: Class 54 contains 2819 members Mstep: Class 55 contains 5658 members Mstep: Class 56 contains 228 members Mstep: Class 57 contains 5376 members Mstep: Class 58 contains 471 members Mstep: Class 59 contains 604 members Mstep: Class 60 contains 4929 members Mstep: Class 61 contains 4176 members Mstep: Class 62 contains 7032 members Mstep: Class 63 contains 970 members Mstep: Class 64 contains 802 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2656 members Mstep: Class 67 contains 385 members Mstep: Class 68 contains 1572 members Mstep: Class 69 contains 1093 members Mstep: Class 70 contains 871 members Mstep: Class 71 contains 1300 members Mstep: Class 72 contains 1277 members Mstep: Class 73 contains 679 members Mstep: Class 74 contains 2235 members Mstep: Class 75 contains 1247 members Mstep: Class 76 contains 5890 members Mstep: Class 77 contains 15482 members Mstep: Class 78 contains 1360 members Mstep: Class 79 contains 7372 members Mstep: Class 80 contains 20528 members Mstep: Class 81 contains 164 members Mstep: Class 82 contains 653 members Mstep: Class 83 contains 3125 members Mstep: Class 84 contains 1488 members Mstep: Class 85 contains 17633 members Mstep: Class 86 contains 748 members Mstep: Class 87 contains 566 members Entering Unmasked Estep ConsiderDeletion Score: -18655918.000000 Penalty: 37314.589844 Iteration 123Q: 88 clusters Score -1.865592e+07 nChanged 4847 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 21958 members Mstep: Class 3 contains 2085 members Mstep: Class 4 contains 35266 members Mstep: Class 5 contains 4615 members Mstep: Class 6 contains 8484 members Mstep: Class 7 contains 3316 members Mstep: Class 8 contains 525 members Mstep: Class 9 contains 6081 members Mstep: Class 10 contains 1902 members Mstep: Class 11 contains 4861 members Mstep: Class 12 contains 309 members Mstep: Class 13 contains 97 members Mstep: Class 14 contains 4237 members Mstep: Class 15 contains 23023 members Mstep: Class 16 contains 14311 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4504 members Mstep: Class 19 contains 2480 members Mstep: Class 20 contains 6921 members Mstep: Class 21 contains 11654 members Mstep: Class 22 contains 4800 members Mstep: Class 23 contains 11980 members Mstep: Class 24 contains 2891 members Mstep: Class 25 contains 3830 members Mstep: Class 26 contains 5609 members Mstep: Class 27 contains 1758 members Mstep: Class 28 contains 4486 members Mstep: Class 29 contains 3382 members Mstep: Class 30 contains 1047 members Mstep: Class 31 contains 3750 members Mstep: Class 32 contains 12988 members Mstep: Class 33 contains 4410 members Mstep: Class 34 contains 2309 members Mstep: Class 35 contains 2660 members Mstep: Class 36 contains 14003 members Mstep: Class 37 contains 2940 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 20347 members Mstep: Class 40 contains 4730 members Mstep: Class 41 contains 209 members Mstep: Class 42 contains 474 members Mstep: Class 43 contains 7189 members Mstep: Class 44 contains 11028 members Mstep: Class 45 contains 1952 members Mstep: Class 46 contains 4146 members Mstep: Class 47 contains 311 members Mstep: Class 48 contains 6668 members Mstep: Class 49 contains 4444 members Mstep: Class 50 contains 1013 members Mstep: Class 51 contains 3662 members Mstep: Class 52 contains 691 members Mstep: Class 53 contains 4290 members Mstep: Class 54 contains 2868 members Mstep: Class 55 contains 5644 members Mstep: Class 56 contains 226 members Mstep: Class 57 contains 5209 members Mstep: Class 58 contains 489 members Mstep: Class 59 contains 657 members Mstep: Class 60 contains 4914 members Mstep: Class 61 contains 4252 members Mstep: Class 62 contains 7111 members Mstep: Class 63 contains 1004 members Mstep: Class 64 contains 808 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2705 members Mstep: Class 67 contains 383 members Mstep: Class 68 contains 1670 members Mstep: Class 69 contains 1140 members Mstep: Class 70 contains 866 members Mstep: Class 71 contains 1361 members Mstep: Class 72 contains 1298 members Mstep: Class 73 contains 683 members Mstep: Class 74 contains 2257 members Mstep: Class 75 contains 1289 members Mstep: Class 76 contains 6132 members Mstep: Class 77 contains 15489 members Mstep: Class 78 contains 1372 members Mstep: Class 79 contains 7360 members Mstep: Class 80 contains 20482 members Mstep: Class 81 contains 164 members Mstep: Class 82 contains 640 members Mstep: Class 83 contains 3136 members Mstep: Class 84 contains 1496 members Mstep: Class 85 contains 17628 members Mstep: Class 86 contains 753 members Mstep: Class 87 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -18657478.000000 Penalty: 37314.589844 Iteration 124Q: 88 clusters Score -1.865748e+07 nChanged 4210 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 21167 members Mstep: Class 3 contains 2125 members Mstep: Class 4 contains 35009 members Mstep: Class 5 contains 4610 members Mstep: Class 6 contains 8444 members Mstep: Class 7 contains 3157 members Mstep: Class 8 contains 535 members Mstep: Class 9 contains 6187 members Mstep: Class 10 contains 1948 members Mstep: Class 11 contains 4767 members Mstep: Class 12 contains 313 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 4272 members Mstep: Class 15 contains 22959 members Mstep: Class 16 contains 14321 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4466 members Mstep: Class 19 contains 2491 members Mstep: Class 20 contains 6878 members Mstep: Class 21 contains 11599 members Mstep: Class 22 contains 4756 members Mstep: Class 23 contains 11919 members Mstep: Class 24 contains 3121 members Mstep: Class 25 contains 3816 members Mstep: Class 26 contains 6083 members Mstep: Class 27 contains 1755 members Mstep: Class 28 contains 4415 members Mstep: Class 29 contains 3388 members Mstep: Class 30 contains 1061 members Mstep: Class 31 contains 3703 members Mstep: Class 32 contains 13104 members Mstep: Class 33 contains 4400 members Mstep: Class 34 contains 2417 members Mstep: Class 35 contains 2674 members Mstep: Class 36 contains 13684 members Mstep: Class 37 contains 2957 members Mstep: Class 38 contains 1598 members Mstep: Class 39 contains 20533 members Mstep: Class 40 contains 4716 members Mstep: Class 41 contains 210 members Mstep: Class 42 contains 494 members Mstep: Class 43 contains 7420 members Mstep: Class 44 contains 11051 members Mstep: Class 45 contains 1955 members Mstep: Class 46 contains 4146 members Mstep: Class 47 contains 322 members Mstep: Class 48 contains 6692 members Mstep: Class 49 contains 4399 members Mstep: Class 50 contains 987 members Mstep: Class 51 contains 3671 members Mstep: Class 52 contains 677 members Mstep: Class 53 contains 4286 members Mstep: Class 54 contains 2919 members Mstep: Class 55 contains 5632 members Mstep: Class 56 contains 220 members Mstep: Class 57 contains 5039 members Mstep: Class 58 contains 505 members Mstep: Class 59 contains 727 members Mstep: Class 60 contains 4907 members Mstep: Class 61 contains 4323 members Mstep: Class 62 contains 7159 members Mstep: Class 63 contains 1019 members Mstep: Class 64 contains 807 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2748 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 1739 members Mstep: Class 69 contains 1177 members Mstep: Class 70 contains 862 members Mstep: Class 71 contains 1411 members Mstep: Class 72 contains 1307 members Mstep: Class 73 contains 681 members Mstep: Class 74 contains 2271 members Mstep: Class 75 contains 1343 members Mstep: Class 76 contains 6269 members Mstep: Class 77 contains 15478 members Mstep: Class 78 contains 1375 members Mstep: Class 79 contains 7348 members Mstep: Class 80 contains 20444 members Mstep: Class 81 contains 166 members Mstep: Class 82 contains 636 members Mstep: Class 83 contains 3143 members Mstep: Class 84 contains 1508 members Mstep: Class 85 contains 17628 members Mstep: Class 86 contains 760 members Mstep: Class 87 contains 583 members Entering Unmasked Estep ConsiderDeletion Score: -18658664.000000 Penalty: 37314.589844 Iteration 125Q: 88 clusters Score -1.865866e+07 nChanged 3655 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 20517 members Mstep: Class 3 contains 2190 members Mstep: Class 4 contains 34794 members Mstep: Class 5 contains 4604 members Mstep: Class 6 contains 8399 members Mstep: Class 7 contains 3105 members Mstep: Class 8 contains 549 members Mstep: Class 9 contains 6301 members Mstep: Class 10 contains 1995 members Mstep: Class 11 contains 4740 members Mstep: Class 12 contains 316 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 4312 members Mstep: Class 15 contains 22903 members Mstep: Class 16 contains 14342 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4434 members Mstep: Class 19 contains 2495 members Mstep: Class 20 contains 6845 members Mstep: Class 21 contains 11541 members Mstep: Class 22 contains 4692 members Mstep: Class 23 contains 11849 members Mstep: Class 24 contains 3235 members Mstep: Class 25 contains 3807 members Mstep: Class 26 contains 6456 members Mstep: Class 27 contains 1749 members Mstep: Class 28 contains 4345 members Mstep: Class 29 contains 3394 members Mstep: Class 30 contains 1094 members Mstep: Class 31 contains 3678 members Mstep: Class 32 contains 13176 members Mstep: Class 33 contains 4399 members Mstep: Class 34 contains 2468 members Mstep: Class 35 contains 2682 members Mstep: Class 36 contains 13394 members Mstep: Class 37 contains 2972 members Mstep: Class 38 contains 1610 members Mstep: Class 39 contains 20697 members Mstep: Class 40 contains 4703 members Mstep: Class 41 contains 214 members Mstep: Class 42 contains 515 members Mstep: Class 43 contains 7628 members Mstep: Class 44 contains 11067 members Mstep: Class 45 contains 1955 members Mstep: Class 46 contains 4152 members Mstep: Class 47 contains 334 members Mstep: Class 48 contains 6725 members Mstep: Class 49 contains 4363 members Mstep: Class 50 contains 980 members Mstep: Class 51 contains 3680 members Mstep: Class 52 contains 668 members Mstep: Class 53 contains 4285 members Mstep: Class 54 contains 2963 members Mstep: Class 55 contains 5618 members Mstep: Class 56 contains 213 members Mstep: Class 57 contains 4870 members Mstep: Class 58 contains 521 members Mstep: Class 59 contains 794 members Mstep: Class 60 contains 4903 members Mstep: Class 61 contains 4414 members Mstep: Class 62 contains 7187 members Mstep: Class 63 contains 1032 members Mstep: Class 64 contains 798 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2794 members Mstep: Class 67 contains 383 members Mstep: Class 68 contains 1807 members Mstep: Class 69 contains 1204 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1439 members Mstep: Class 72 contains 1299 members Mstep: Class 73 contains 684 members Mstep: Class 74 contains 2286 members Mstep: Class 75 contains 1402 members Mstep: Class 76 contains 6343 members Mstep: Class 77 contains 15476 members Mstep: Class 78 contains 1372 members Mstep: Class 79 contains 7320 members Mstep: Class 80 contains 20409 members Mstep: Class 81 contains 166 members Mstep: Class 82 contains 627 members Mstep: Class 83 contains 3150 members Mstep: Class 84 contains 1524 members Mstep: Class 85 contains 17610 members Mstep: Class 86 contains 768 members Mstep: Class 87 contains 594 members Entering Unmasked Estep ConsiderDeletion Score: -18659824.000000 Penalty: 37314.589844 Iteration 126Q: 88 clusters Score -1.865982e+07 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 20057 members Mstep: Class 3 contains 2277 members Mstep: Class 4 contains 34622 members Mstep: Class 5 contains 4600 members Mstep: Class 6 contains 8362 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 555 members Mstep: Class 9 contains 6421 members Mstep: Class 10 contains 2033 members Mstep: Class 11 contains 4710 members Mstep: Class 12 contains 318 members Mstep: Class 13 contains 103 members Mstep: Class 14 contains 4348 members Mstep: Class 15 contains 22846 members Mstep: Class 16 contains 14365 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4397 members Mstep: Class 19 contains 2503 members Mstep: Class 20 contains 6825 members Mstep: Class 21 contains 11480 members Mstep: Class 22 contains 4638 members Mstep: Class 23 contains 11795 members Mstep: Class 24 contains 3318 members Mstep: Class 25 contains 3790 members Mstep: Class 26 contains 6649 members Mstep: Class 27 contains 1749 members Mstep: Class 28 contains 4277 members Mstep: Class 29 contains 3398 members Mstep: Class 30 contains 1109 members Mstep: Class 31 contains 3650 members Mstep: Class 32 contains 13253 members Mstep: Class 33 contains 4408 members Mstep: Class 34 contains 2499 members Mstep: Class 35 contains 2687 members Mstep: Class 36 contains 13130 members Mstep: Class 37 contains 2984 members Mstep: Class 38 contains 1615 members Mstep: Class 39 contains 20820 members Mstep: Class 40 contains 4694 members Mstep: Class 41 contains 220 members Mstep: Class 42 contains 536 members Mstep: Class 43 contains 7804 members Mstep: Class 44 contains 11078 members Mstep: Class 45 contains 1952 members Mstep: Class 46 contains 4160 members Mstep: Class 47 contains 342 members Mstep: Class 48 contains 6751 members Mstep: Class 49 contains 4322 members Mstep: Class 50 contains 970 members Mstep: Class 51 contains 3689 members Mstep: Class 52 contains 654 members Mstep: Class 53 contains 4277 members Mstep: Class 54 contains 3005 members Mstep: Class 55 contains 5611 members Mstep: Class 56 contains 210 members Mstep: Class 57 contains 4691 members Mstep: Class 58 contains 530 members Mstep: Class 59 contains 900 members Mstep: Class 60 contains 4899 members Mstep: Class 61 contains 4510 members Mstep: Class 62 contains 7229 members Mstep: Class 63 contains 1052 members Mstep: Class 64 contains 792 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2835 members Mstep: Class 67 contains 387 members Mstep: Class 68 contains 1873 members Mstep: Class 69 contains 1223 members Mstep: Class 70 contains 852 members Mstep: Class 71 contains 1469 members Mstep: Class 72 contains 1316 members Mstep: Class 73 contains 684 members Mstep: Class 74 contains 2300 members Mstep: Class 75 contains 1458 members Mstep: Class 76 contains 6372 members Mstep: Class 77 contains 15468 members Mstep: Class 78 contains 1372 members Mstep: Class 79 contains 7305 members Mstep: Class 80 contains 20386 members Mstep: Class 81 contains 167 members Mstep: Class 82 contains 616 members Mstep: Class 83 contains 3165 members Mstep: Class 84 contains 1530 members Mstep: Class 85 contains 17586 members Mstep: Class 86 contains 772 members Mstep: Class 87 contains 608 members Entering Unmasked Estep ConsiderDeletion Score: -18660916.000000 Penalty: 37314.589844 Iteration 127Q: 88 clusters Score -1.866092e+07 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 19723 members Mstep: Class 3 contains 2389 members Mstep: Class 4 contains 34485 members Mstep: Class 5 contains 4594 members Mstep: Class 6 contains 8324 members Mstep: Class 7 contains 3086 members Mstep: Class 8 contains 558 members Mstep: Class 9 contains 6535 members Mstep: Class 10 contains 2062 members Mstep: Class 11 contains 4677 members Mstep: Class 12 contains 321 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 4378 members Mstep: Class 15 contains 22789 members Mstep: Class 16 contains 14378 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4362 members Mstep: Class 19 contains 2510 members Mstep: Class 20 contains 6808 members Mstep: Class 21 contains 11434 members Mstep: Class 22 contains 4591 members Mstep: Class 23 contains 11752 members Mstep: Class 24 contains 3368 members Mstep: Class 25 contains 3772 members Mstep: Class 26 contains 6702 members Mstep: Class 27 contains 1752 members Mstep: Class 28 contains 4216 members Mstep: Class 29 contains 3404 members Mstep: Class 30 contains 1120 members Mstep: Class 31 contains 3616 members Mstep: Class 32 contains 13316 members Mstep: Class 33 contains 4430 members Mstep: Class 34 contains 2568 members Mstep: Class 35 contains 2692 members Mstep: Class 36 contains 12909 members Mstep: Class 37 contains 2982 members Mstep: Class 38 contains 1617 members Mstep: Class 39 contains 20944 members Mstep: Class 40 contains 4688 members Mstep: Class 41 contains 222 members Mstep: Class 42 contains 557 members Mstep: Class 43 contains 7921 members Mstep: Class 44 contains 11086 members Mstep: Class 45 contains 1951 members Mstep: Class 46 contains 4164 members Mstep: Class 47 contains 348 members Mstep: Class 48 contains 6783 members Mstep: Class 49 contains 4304 members Mstep: Class 50 contains 963 members Mstep: Class 51 contains 3693 members Mstep: Class 52 contains 642 members Mstep: Class 53 contains 4275 members Mstep: Class 54 contains 3052 members Mstep: Class 55 contains 5599 members Mstep: Class 56 contains 205 members Mstep: Class 57 contains 4509 members Mstep: Class 58 contains 532 members Mstep: Class 59 contains 1002 members Mstep: Class 60 contains 4900 members Mstep: Class 61 contains 4595 members Mstep: Class 62 contains 7247 members Mstep: Class 63 contains 1058 members Mstep: Class 64 contains 796 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2868 members Mstep: Class 67 contains 390 members Mstep: Class 68 contains 1931 members Mstep: Class 69 contains 1239 members Mstep: Class 70 contains 855 members Mstep: Class 71 contains 1497 members Mstep: Class 72 contains 1329 members Mstep: Class 73 contains 684 members Mstep: Class 74 contains 2313 members Mstep: Class 75 contains 1508 members Mstep: Class 76 contains 6396 members Mstep: Class 77 contains 15465 members Mstep: Class 78 contains 1375 members Mstep: Class 79 contains 7273 members Mstep: Class 80 contains 20372 members Mstep: Class 81 contains 171 members Mstep: Class 82 contains 612 members Mstep: Class 83 contains 3168 members Mstep: Class 84 contains 1535 members Mstep: Class 85 contains 17570 members Mstep: Class 86 contains 778 members Mstep: Class 87 contains 621 members Entering Unmasked Estep ConsiderDeletion Score: -18661682.000000 Penalty: 37314.589844 Iteration 128Q: 88 clusters Score -1.866168e+07 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 19429 members Mstep: Class 3 contains 2486 members Mstep: Class 4 contains 34336 members Mstep: Class 5 contains 4587 members Mstep: Class 6 contains 8293 members Mstep: Class 7 contains 3102 members Mstep: Class 8 contains 561 members Mstep: Class 9 contains 6651 members Mstep: Class 10 contains 2086 members Mstep: Class 11 contains 4631 members Mstep: Class 12 contains 323 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 4417 members Mstep: Class 15 contains 22741 members Mstep: Class 16 contains 14382 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 2514 members Mstep: Class 20 contains 6791 members Mstep: Class 21 contains 11404 members Mstep: Class 22 contains 4556 members Mstep: Class 23 contains 11726 members Mstep: Class 24 contains 3400 members Mstep: Class 25 contains 3749 members Mstep: Class 26 contains 6714 members Mstep: Class 27 contains 1756 members Mstep: Class 28 contains 4179 members Mstep: Class 29 contains 3408 members Mstep: Class 30 contains 1122 members Mstep: Class 31 contains 3585 members Mstep: Class 32 contains 13386 members Mstep: Class 33 contains 4430 members Mstep: Class 34 contains 2737 members Mstep: Class 35 contains 2703 members Mstep: Class 36 contains 12714 members Mstep: Class 37 contains 2984 members Mstep: Class 38 contains 1618 members Mstep: Class 39 contains 21007 members Mstep: Class 40 contains 4685 members Mstep: Class 41 contains 227 members Mstep: Class 42 contains 574 members Mstep: Class 43 contains 8009 members Mstep: Class 44 contains 11090 members Mstep: Class 45 contains 1956 members Mstep: Class 46 contains 4162 members Mstep: Class 47 contains 358 members Mstep: Class 48 contains 6810 members Mstep: Class 49 contains 4269 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3700 members Mstep: Class 52 contains 617 members Mstep: Class 53 contains 4273 members Mstep: Class 54 contains 3085 members Mstep: Class 55 contains 5588 members Mstep: Class 56 contains 201 members Mstep: Class 57 contains 4363 members Mstep: Class 58 contains 537 members Mstep: Class 59 contains 1094 members Mstep: Class 60 contains 4891 members Mstep: Class 61 contains 4691 members Mstep: Class 62 contains 7217 members Mstep: Class 63 contains 1061 members Mstep: Class 64 contains 800 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2901 members Mstep: Class 67 contains 392 members Mstep: Class 68 contains 1990 members Mstep: Class 69 contains 1258 members Mstep: Class 70 contains 855 members Mstep: Class 71 contains 1526 members Mstep: Class 72 contains 1344 members Mstep: Class 73 contains 684 members Mstep: Class 74 contains 2330 members Mstep: Class 75 contains 1552 members Mstep: Class 76 contains 6425 members Mstep: Class 77 contains 15463 members Mstep: Class 78 contains 1376 members Mstep: Class 79 contains 7235 members Mstep: Class 80 contains 20362 members Mstep: Class 81 contains 171 members Mstep: Class 82 contains 606 members Mstep: Class 83 contains 3168 members Mstep: Class 84 contains 1538 members Mstep: Class 85 contains 17586 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 640 members Entering Unmasked Estep ConsiderDeletion Score: -18662122.000000 Penalty: 37314.589844 Iteration 129Q: 88 clusters Score -1.866212e+07 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 19214 members Mstep: Class 3 contains 2581 members Mstep: Class 4 contains 34211 members Mstep: Class 5 contains 4581 members Mstep: Class 6 contains 8268 members Mstep: Class 7 contains 3110 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 6771 members Mstep: Class 10 contains 2117 members Mstep: Class 11 contains 4596 members Mstep: Class 12 contains 326 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 4464 members Mstep: Class 15 contains 22700 members Mstep: Class 16 contains 14385 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4321 members Mstep: Class 19 contains 2519 members Mstep: Class 20 contains 6767 members Mstep: Class 21 contains 11376 members Mstep: Class 22 contains 4506 members Mstep: Class 23 contains 11698 members Mstep: Class 24 contains 3431 members Mstep: Class 25 contains 3740 members Mstep: Class 26 contains 6722 members Mstep: Class 27 contains 1762 members Mstep: Class 28 contains 4145 members Mstep: Class 29 contains 3410 members Mstep: Class 30 contains 1133 members Mstep: Class 31 contains 3565 members Mstep: Class 32 contains 13442 members Mstep: Class 33 contains 4438 members Mstep: Class 34 contains 2857 members Mstep: Class 35 contains 2717 members Mstep: Class 36 contains 12532 members Mstep: Class 37 contains 2981 members Mstep: Class 38 contains 1620 members Mstep: Class 39 contains 21071 members Mstep: Class 40 contains 4676 members Mstep: Class 41 contains 229 members Mstep: Class 42 contains 590 members Mstep: Class 43 contains 8093 members Mstep: Class 44 contains 11093 members Mstep: Class 45 contains 1956 members Mstep: Class 46 contains 4160 members Mstep: Class 47 contains 364 members Mstep: Class 48 contains 6828 members Mstep: Class 49 contains 4241 members Mstep: Class 50 contains 938 members Mstep: Class 51 contains 3700 members Mstep: Class 52 contains 604 members Mstep: Class 53 contains 4272 members Mstep: Class 54 contains 3120 members Mstep: Class 55 contains 5580 members Mstep: Class 56 contains 199 members Mstep: Class 57 contains 4238 members Mstep: Class 58 contains 540 members Mstep: Class 59 contains 1170 members Mstep: Class 60 contains 4881 members Mstep: Class 61 contains 4770 members Mstep: Class 62 contains 7152 members Mstep: Class 63 contains 1057 members Mstep: Class 64 contains 802 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2935 members Mstep: Class 67 contains 393 members Mstep: Class 68 contains 2029 members Mstep: Class 69 contains 1267 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1545 members Mstep: Class 72 contains 1352 members Mstep: Class 73 contains 686 members Mstep: Class 74 contains 2359 members Mstep: Class 75 contains 1597 members Mstep: Class 76 contains 6454 members Mstep: Class 77 contains 15453 members Mstep: Class 78 contains 1375 members Mstep: Class 79 contains 7188 members Mstep: Class 80 contains 20352 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 603 members Mstep: Class 83 contains 3167 members Mstep: Class 84 contains 1533 members Mstep: Class 85 contains 17594 members Mstep: Class 86 contains 787 members Mstep: Class 87 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -18662568.000000 Penalty: 37314.589844 Iteration 130Q: 88 clusters Score -1.866257e+07 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 19021 members Mstep: Class 3 contains 2674 members Mstep: Class 4 contains 34101 members Mstep: Class 5 contains 4577 members Mstep: Class 6 contains 8253 members Mstep: Class 7 contains 3121 members Mstep: Class 8 contains 568 members Mstep: Class 9 contains 6887 members Mstep: Class 10 contains 2136 members Mstep: Class 11 contains 4571 members Mstep: Class 12 contains 330 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 4506 members Mstep: Class 15 contains 22676 members Mstep: Class 16 contains 14378 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4304 members Mstep: Class 19 contains 2525 members Mstep: Class 20 contains 6755 members Mstep: Class 21 contains 11348 members Mstep: Class 22 contains 4459 members Mstep: Class 23 contains 11662 members Mstep: Class 24 contains 3457 members Mstep: Class 25 contains 3745 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1772 members Mstep: Class 28 contains 4115 members Mstep: Class 29 contains 3414 members Mstep: Class 30 contains 1145 members Mstep: Class 31 contains 3530 members Mstep: Class 32 contains 13503 members Mstep: Class 33 contains 4444 members Mstep: Class 34 contains 2951 members Mstep: Class 35 contains 2722 members Mstep: Class 36 contains 12350 members Mstep: Class 37 contains 2988 members Mstep: Class 38 contains 1622 members Mstep: Class 39 contains 21129 members Mstep: Class 40 contains 4666 members Mstep: Class 41 contains 229 members Mstep: Class 42 contains 603 members Mstep: Class 43 contains 8178 members Mstep: Class 44 contains 11104 members Mstep: Class 45 contains 1956 members Mstep: Class 46 contains 4155 members Mstep: Class 47 contains 371 members Mstep: Class 48 contains 6841 members Mstep: Class 49 contains 4231 members Mstep: Class 50 contains 935 members Mstep: Class 51 contains 3699 members Mstep: Class 52 contains 598 members Mstep: Class 53 contains 4278 members Mstep: Class 54 contains 3145 members Mstep: Class 55 contains 5570 members Mstep: Class 56 contains 199 members Mstep: Class 57 contains 4098 members Mstep: Class 58 contains 549 members Mstep: Class 59 contains 1239 members Mstep: Class 60 contains 4873 members Mstep: Class 61 contains 4852 members Mstep: Class 62 contains 7070 members Mstep: Class 63 contains 1055 members Mstep: Class 64 contains 805 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 2967 members Mstep: Class 67 contains 393 members Mstep: Class 68 contains 2059 members Mstep: Class 69 contains 1282 members Mstep: Class 70 contains 852 members Mstep: Class 71 contains 1558 members Mstep: Class 72 contains 1351 members Mstep: Class 73 contains 686 members Mstep: Class 74 contains 2378 members Mstep: Class 75 contains 1628 members Mstep: Class 76 contains 6491 members Mstep: Class 77 contains 15437 members Mstep: Class 78 contains 1371 members Mstep: Class 79 contains 7139 members Mstep: Class 80 contains 20345 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 601 members Mstep: Class 83 contains 3164 members Mstep: Class 84 contains 1540 members Mstep: Class 85 contains 17613 members Mstep: Class 86 contains 789 members Mstep: Class 87 contains 676 members Entering Unmasked Estep ConsiderDeletion Score: -18662922.000000 Penalty: 37314.589844 Iteration 131Q: 88 clusters Score -1.866292e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 18850 members Mstep: Class 3 contains 2758 members Mstep: Class 4 contains 33987 members Mstep: Class 5 contains 4573 members Mstep: Class 6 contains 8242 members Mstep: Class 7 contains 3137 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7007 members Mstep: Class 10 contains 2161 members Mstep: Class 11 contains 4558 members Mstep: Class 12 contains 334 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 4561 members Mstep: Class 15 contains 22651 members Mstep: Class 16 contains 14375 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4285 members Mstep: Class 19 contains 2534 members Mstep: Class 20 contains 6742 members Mstep: Class 21 contains 11317 members Mstep: Class 22 contains 4402 members Mstep: Class 23 contains 11625 members Mstep: Class 24 contains 3469 members Mstep: Class 25 contains 3755 members Mstep: Class 26 contains 6731 members Mstep: Class 27 contains 1785 members Mstep: Class 28 contains 4079 members Mstep: Class 29 contains 3416 members Mstep: Class 30 contains 1154 members Mstep: Class 31 contains 3501 members Mstep: Class 32 contains 13564 members Mstep: Class 33 contains 4473 members Mstep: Class 34 contains 3036 members Mstep: Class 35 contains 2728 members Mstep: Class 36 contains 12173 members Mstep: Class 37 contains 2988 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 21163 members Mstep: Class 40 contains 4657 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 612 members Mstep: Class 43 contains 8221 members Mstep: Class 44 contains 11106 members Mstep: Class 45 contains 1953 members Mstep: Class 46 contains 4147 members Mstep: Class 47 contains 375 members Mstep: Class 48 contains 6859 members Mstep: Class 49 contains 4232 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 592 members Mstep: Class 53 contains 4277 members Mstep: Class 54 contains 3169 members Mstep: Class 55 contains 5563 members Mstep: Class 56 contains 200 members Mstep: Class 57 contains 4007 members Mstep: Class 58 contains 556 members Mstep: Class 59 contains 1301 members Mstep: Class 60 contains 4868 members Mstep: Class 61 contains 4917 members Mstep: Class 62 contains 6992 members Mstep: Class 63 contains 1050 members Mstep: Class 64 contains 806 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3013 members Mstep: Class 67 contains 392 members Mstep: Class 68 contains 2095 members Mstep: Class 69 contains 1297 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1570 members Mstep: Class 72 contains 1355 members Mstep: Class 73 contains 692 members Mstep: Class 74 contains 2397 members Mstep: Class 75 contains 1660 members Mstep: Class 76 contains 6525 members Mstep: Class 77 contains 15407 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 7088 members Mstep: Class 80 contains 20338 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 602 members Mstep: Class 83 contains 3162 members Mstep: Class 84 contains 1536 members Mstep: Class 85 contains 17654 members Mstep: Class 86 contains 789 members Mstep: Class 87 contains 684 members Entering Unmasked Estep ConsiderDeletion Score: -18663210.000000 Penalty: 37314.589844 Iteration 132Q: 88 clusters Score -1.866321e+07 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 18705 members Mstep: Class 3 contains 2836 members Mstep: Class 4 contains 33875 members Mstep: Class 5 contains 4571 members Mstep: Class 6 contains 8225 members Mstep: Class 7 contains 3153 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7145 members Mstep: Class 10 contains 2179 members Mstep: Class 11 contains 4540 members Mstep: Class 12 contains 340 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 4599 members Mstep: Class 15 contains 22634 members Mstep: Class 16 contains 14369 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4266 members Mstep: Class 19 contains 2537 members Mstep: Class 20 contains 6725 members Mstep: Class 21 contains 11281 members Mstep: Class 22 contains 4339 members Mstep: Class 23 contains 11575 members Mstep: Class 24 contains 3491 members Mstep: Class 25 contains 3765 members Mstep: Class 26 contains 6731 members Mstep: Class 27 contains 1796 members Mstep: Class 28 contains 4052 members Mstep: Class 29 contains 3420 members Mstep: Class 30 contains 1159 members Mstep: Class 31 contains 3474 members Mstep: Class 32 contains 13620 members Mstep: Class 33 contains 4505 members Mstep: Class 34 contains 3111 members Mstep: Class 35 contains 2732 members Mstep: Class 36 contains 11996 members Mstep: Class 37 contains 2990 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 21177 members Mstep: Class 40 contains 4652 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 627 members Mstep: Class 43 contains 8270 members Mstep: Class 44 contains 11113 members Mstep: Class 45 contains 1948 members Mstep: Class 46 contains 4145 members Mstep: Class 47 contains 379 members Mstep: Class 48 contains 6879 members Mstep: Class 49 contains 4230 members Mstep: Class 50 contains 932 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 591 members Mstep: Class 53 contains 4281 members Mstep: Class 54 contains 3193 members Mstep: Class 55 contains 5549 members Mstep: Class 56 contains 199 members Mstep: Class 57 contains 3916 members Mstep: Class 58 contains 563 members Mstep: Class 59 contains 1352 members Mstep: Class 60 contains 4862 members Mstep: Class 61 contains 4989 members Mstep: Class 62 contains 6915 members Mstep: Class 63 contains 1041 members Mstep: Class 64 contains 809 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3058 members Mstep: Class 67 contains 392 members Mstep: Class 68 contains 2125 members Mstep: Class 69 contains 1312 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1573 members Mstep: Class 72 contains 1362 members Mstep: Class 73 contains 696 members Mstep: Class 74 contains 2419 members Mstep: Class 75 contains 1698 members Mstep: Class 76 contains 6556 members Mstep: Class 77 contains 15376 members Mstep: Class 78 contains 1367 members Mstep: Class 79 contains 7028 members Mstep: Class 80 contains 20336 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 604 members Mstep: Class 83 contains 3158 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 17714 members Mstep: Class 86 contains 790 members Mstep: Class 87 contains 695 members Entering Unmasked Estep ConsiderDeletion Score: -18663420.000000 Penalty: 37314.589844 Iteration 133Q: 88 clusters Score -1.866342e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 18587 members Mstep: Class 3 contains 2913 members Mstep: Class 4 contains 33763 members Mstep: Class 5 contains 4568 members Mstep: Class 6 contains 8207 members Mstep: Class 7 contains 3170 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7291 members Mstep: Class 10 contains 2191 members Mstep: Class 11 contains 4524 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 4646 members Mstep: Class 15 contains 22621 members Mstep: Class 16 contains 14371 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4254 members Mstep: Class 19 contains 2535 members Mstep: Class 20 contains 6715 members Mstep: Class 21 contains 11254 members Mstep: Class 22 contains 4286 members Mstep: Class 23 contains 11538 members Mstep: Class 24 contains 3503 members Mstep: Class 25 contains 3768 members Mstep: Class 26 contains 6727 members Mstep: Class 27 contains 1807 members Mstep: Class 28 contains 4022 members Mstep: Class 29 contains 3421 members Mstep: Class 30 contains 1163 members Mstep: Class 31 contains 3448 members Mstep: Class 32 contains 13674 members Mstep: Class 33 contains 4540 members Mstep: Class 34 contains 3177 members Mstep: Class 35 contains 2736 members Mstep: Class 36 contains 11818 members Mstep: Class 37 contains 2991 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 21167 members Mstep: Class 40 contains 4653 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 638 members Mstep: Class 43 contains 8315 members Mstep: Class 44 contains 11125 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4141 members Mstep: Class 47 contains 383 members Mstep: Class 48 contains 6897 members Mstep: Class 49 contains 4222 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3693 members Mstep: Class 52 contains 595 members Mstep: Class 53 contains 4279 members Mstep: Class 54 contains 3213 members Mstep: Class 55 contains 5536 members Mstep: Class 56 contains 199 members Mstep: Class 57 contains 3842 members Mstep: Class 58 contains 569 members Mstep: Class 59 contains 1388 members Mstep: Class 60 contains 4859 members Mstep: Class 61 contains 5058 members Mstep: Class 62 contains 6841 members Mstep: Class 63 contains 1035 members Mstep: Class 64 contains 810 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3106 members Mstep: Class 67 contains 390 members Mstep: Class 68 contains 2156 members Mstep: Class 69 contains 1321 members Mstep: Class 70 contains 855 members Mstep: Class 71 contains 1576 members Mstep: Class 72 contains 1367 members Mstep: Class 73 contains 698 members Mstep: Class 74 contains 2443 members Mstep: Class 75 contains 1732 members Mstep: Class 76 contains 6582 members Mstep: Class 77 contains 15345 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6966 members Mstep: Class 80 contains 20333 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 608 members Mstep: Class 83 contains 3159 members Mstep: Class 84 contains 1539 members Mstep: Class 85 contains 17759 members Mstep: Class 86 contains 790 members Mstep: Class 87 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -18663648.000000 Penalty: 37314.589844 Iteration 134Q: 88 clusters Score -1.866365e+07 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 18491 members Mstep: Class 3 contains 2977 members Mstep: Class 4 contains 33658 members Mstep: Class 5 contains 4566 members Mstep: Class 6 contains 8196 members Mstep: Class 7 contains 3175 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7442 members Mstep: Class 10 contains 2205 members Mstep: Class 11 contains 4517 members Mstep: Class 12 contains 346 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 4695 members Mstep: Class 15 contains 22612 members Mstep: Class 16 contains 14370 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4249 members Mstep: Class 19 contains 2539 members Mstep: Class 20 contains 6706 members Mstep: Class 21 contains 11237 members Mstep: Class 22 contains 4236 members Mstep: Class 23 contains 11511 members Mstep: Class 24 contains 3518 members Mstep: Class 25 contains 3768 members Mstep: Class 26 contains 6719 members Mstep: Class 27 contains 1813 members Mstep: Class 28 contains 3997 members Mstep: Class 29 contains 3425 members Mstep: Class 30 contains 1164 members Mstep: Class 31 contains 3428 members Mstep: Class 32 contains 13716 members Mstep: Class 33 contains 4578 members Mstep: Class 34 contains 3227 members Mstep: Class 35 contains 2736 members Mstep: Class 36 contains 11619 members Mstep: Class 37 contains 2993 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 21169 members Mstep: Class 40 contains 4653 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 651 members Mstep: Class 43 contains 8376 members Mstep: Class 44 contains 11130 members Mstep: Class 45 contains 1937 members Mstep: Class 46 contains 4136 members Mstep: Class 47 contains 388 members Mstep: Class 48 contains 6914 members Mstep: Class 49 contains 4209 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3692 members Mstep: Class 52 contains 597 members Mstep: Class 53 contains 4281 members Mstep: Class 54 contains 3237 members Mstep: Class 55 contains 5522 members Mstep: Class 56 contains 197 members Mstep: Class 57 contains 3775 members Mstep: Class 58 contains 568 members Mstep: Class 59 contains 1419 members Mstep: Class 60 contains 4858 members Mstep: Class 61 contains 5107 members Mstep: Class 62 contains 6773 members Mstep: Class 63 contains 1035 members Mstep: Class 64 contains 811 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3150 members Mstep: Class 67 contains 388 members Mstep: Class 68 contains 2178 members Mstep: Class 69 contains 1328 members Mstep: Class 70 contains 857 members Mstep: Class 71 contains 1579 members Mstep: Class 72 contains 1372 members Mstep: Class 73 contains 699 members Mstep: Class 74 contains 2465 members Mstep: Class 75 contains 1765 members Mstep: Class 76 contains 6604 members Mstep: Class 77 contains 15308 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6895 members Mstep: Class 80 contains 20331 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 613 members Mstep: Class 83 contains 3158 members Mstep: Class 84 contains 1548 members Mstep: Class 85 contains 17811 members Mstep: Class 86 contains 792 members Mstep: Class 87 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -18663852.000000 Penalty: 37314.589844 Iteration 135Q: 88 clusters Score -1.866385e+07 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 18412 members Mstep: Class 3 contains 3059 members Mstep: Class 4 contains 33544 members Mstep: Class 5 contains 4566 members Mstep: Class 6 contains 8188 members Mstep: Class 7 contains 3178 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7583 members Mstep: Class 10 contains 2216 members Mstep: Class 11 contains 4509 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 4756 members Mstep: Class 15 contains 22602 members Mstep: Class 16 contains 14361 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4245 members Mstep: Class 19 contains 2541 members Mstep: Class 20 contains 6695 members Mstep: Class 21 contains 11223 members Mstep: Class 22 contains 4181 members Mstep: Class 23 contains 11492 members Mstep: Class 24 contains 3523 members Mstep: Class 25 contains 3770 members Mstep: Class 26 contains 6714 members Mstep: Class 27 contains 1814 members Mstep: Class 28 contains 3960 members Mstep: Class 29 contains 3430 members Mstep: Class 30 contains 1170 members Mstep: Class 31 contains 3404 members Mstep: Class 32 contains 13774 members Mstep: Class 33 contains 4609 members Mstep: Class 34 contains 3273 members Mstep: Class 35 contains 2739 members Mstep: Class 36 contains 11394 members Mstep: Class 37 contains 3001 members Mstep: Class 38 contains 1626 members Mstep: Class 39 contains 21174 members Mstep: Class 40 contains 4660 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 664 members Mstep: Class 43 contains 8423 members Mstep: Class 44 contains 11140 members Mstep: Class 45 contains 1935 members Mstep: Class 46 contains 4133 members Mstep: Class 47 contains 392 members Mstep: Class 48 contains 6934 members Mstep: Class 49 contains 4209 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3688 members Mstep: Class 52 contains 600 members Mstep: Class 53 contains 4290 members Mstep: Class 54 contains 3257 members Mstep: Class 55 contains 5507 members Mstep: Class 56 contains 194 members Mstep: Class 57 contains 3725 members Mstep: Class 58 contains 570 members Mstep: Class 59 contains 1441 members Mstep: Class 60 contains 4854 members Mstep: Class 61 contains 5126 members Mstep: Class 62 contains 6720 members Mstep: Class 63 contains 1037 members Mstep: Class 64 contains 811 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3196 members Mstep: Class 67 contains 386 members Mstep: Class 68 contains 2199 members Mstep: Class 69 contains 1335 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1582 members Mstep: Class 72 contains 1371 members Mstep: Class 73 contains 702 members Mstep: Class 74 contains 2484 members Mstep: Class 75 contains 1797 members Mstep: Class 76 contains 6613 members Mstep: Class 77 contains 15272 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6842 members Mstep: Class 80 contains 20329 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 619 members Mstep: Class 83 contains 3157 members Mstep: Class 84 contains 1551 members Mstep: Class 85 contains 17869 members Mstep: Class 86 contains 795 members Mstep: Class 87 contains 717 members Entering Unmasked Estep ConsiderDeletion Score: -18664082.000000 Penalty: 37314.589844 Iteration 136Q: 88 clusters Score -1.866408e+07 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 18337 members Mstep: Class 3 contains 3138 members Mstep: Class 4 contains 33432 members Mstep: Class 5 contains 4564 members Mstep: Class 6 contains 8175 members Mstep: Class 7 contains 3186 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7685 members Mstep: Class 10 contains 2225 members Mstep: Class 11 contains 4505 members Mstep: Class 12 contains 350 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 4827 members Mstep: Class 15 contains 22585 members Mstep: Class 16 contains 14346 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4232 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 6684 members Mstep: Class 21 contains 11217 members Mstep: Class 22 contains 4131 members Mstep: Class 23 contains 11471 members Mstep: Class 24 contains 3530 members Mstep: Class 25 contains 3770 members Mstep: Class 26 contains 6713 members Mstep: Class 27 contains 1817 members Mstep: Class 28 contains 3944 members Mstep: Class 29 contains 3435 members Mstep: Class 30 contains 1169 members Mstep: Class 31 contains 3377 members Mstep: Class 32 contains 13820 members Mstep: Class 33 contains 4654 members Mstep: Class 34 contains 3303 members Mstep: Class 35 contains 2750 members Mstep: Class 36 contains 11152 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 1627 members Mstep: Class 39 contains 21183 members Mstep: Class 40 contains 4668 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 671 members Mstep: Class 43 contains 8454 members Mstep: Class 44 contains 11156 members Mstep: Class 45 contains 1939 members Mstep: Class 46 contains 4133 members Mstep: Class 47 contains 394 members Mstep: Class 48 contains 6949 members Mstep: Class 49 contains 4215 members Mstep: Class 50 contains 935 members Mstep: Class 51 contains 3689 members Mstep: Class 52 contains 604 members Mstep: Class 53 contains 4308 members Mstep: Class 54 contains 3273 members Mstep: Class 55 contains 5499 members Mstep: Class 56 contains 191 members Mstep: Class 57 contains 3687 members Mstep: Class 58 contains 571 members Mstep: Class 59 contains 1463 members Mstep: Class 60 contains 4845 members Mstep: Class 61 contains 5149 members Mstep: Class 62 contains 6648 members Mstep: Class 63 contains 1037 members Mstep: Class 64 contains 810 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3256 members Mstep: Class 67 contains 382 members Mstep: Class 68 contains 2208 members Mstep: Class 69 contains 1342 members Mstep: Class 70 contains 862 members Mstep: Class 71 contains 1578 members Mstep: Class 72 contains 1368 members Mstep: Class 73 contains 706 members Mstep: Class 74 contains 2500 members Mstep: Class 75 contains 1825 members Mstep: Class 76 contains 6618 members Mstep: Class 77 contains 15242 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6797 members Mstep: Class 80 contains 20327 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 620 members Mstep: Class 83 contains 3158 members Mstep: Class 84 contains 1550 members Mstep: Class 85 contains 17984 members Mstep: Class 86 contains 797 members Mstep: Class 87 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -18664304.000000 Penalty: 37314.589844 Iteration 137Q: 88 clusters Score -1.86643e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 18253 members Mstep: Class 3 contains 3189 members Mstep: Class 4 contains 33340 members Mstep: Class 5 contains 4565 members Mstep: Class 6 contains 8160 members Mstep: Class 7 contains 3196 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7773 members Mstep: Class 10 contains 2233 members Mstep: Class 11 contains 4493 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 4896 members Mstep: Class 15 contains 22574 members Mstep: Class 16 contains 14338 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4220 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 6668 members Mstep: Class 21 contains 11209 members Mstep: Class 22 contains 4084 members Mstep: Class 23 contains 11460 members Mstep: Class 24 contains 3531 members Mstep: Class 25 contains 3769 members Mstep: Class 26 contains 6714 members Mstep: Class 27 contains 1825 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3446 members Mstep: Class 30 contains 1166 members Mstep: Class 31 contains 3361 members Mstep: Class 32 contains 13868 members Mstep: Class 33 contains 4695 members Mstep: Class 34 contains 3349 members Mstep: Class 35 contains 2756 members Mstep: Class 36 contains 10924 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 1627 members Mstep: Class 39 contains 21174 members Mstep: Class 40 contains 4671 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 685 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 11164 members Mstep: Class 45 contains 1939 members Mstep: Class 46 contains 4129 members Mstep: Class 47 contains 396 members Mstep: Class 48 contains 6963 members Mstep: Class 49 contains 4225 members Mstep: Class 50 contains 936 members Mstep: Class 51 contains 3693 members Mstep: Class 52 contains 600 members Mstep: Class 53 contains 4312 members Mstep: Class 54 contains 3286 members Mstep: Class 55 contains 5488 members Mstep: Class 56 contains 188 members Mstep: Class 57 contains 3649 members Mstep: Class 58 contains 573 members Mstep: Class 59 contains 1487 members Mstep: Class 60 contains 4835 members Mstep: Class 61 contains 5174 members Mstep: Class 62 contains 6575 members Mstep: Class 63 contains 1038 members Mstep: Class 64 contains 810 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3310 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2228 members Mstep: Class 69 contains 1347 members Mstep: Class 70 contains 860 members Mstep: Class 71 contains 1579 members Mstep: Class 72 contains 1364 members Mstep: Class 73 contains 711 members Mstep: Class 74 contains 2518 members Mstep: Class 75 contains 1847 members Mstep: Class 76 contains 6632 members Mstep: Class 77 contains 15203 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6761 members Mstep: Class 80 contains 20330 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 620 members Mstep: Class 83 contains 3159 members Mstep: Class 84 contains 1551 members Mstep: Class 85 contains 18102 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 728 members Entering Unmasked Estep ConsiderDeletion Score: -18664404.000000 Penalty: 37314.589844 Iteration 138Q: 88 clusters Score -1.86644e+07 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 18178 members Mstep: Class 3 contains 3229 members Mstep: Class 4 contains 33253 members Mstep: Class 5 contains 4560 members Mstep: Class 6 contains 8153 members Mstep: Class 7 contains 3215 members Mstep: Class 8 contains 567 members Mstep: Class 9 contains 7860 members Mstep: Class 10 contains 2239 members Mstep: Class 11 contains 4488 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 4970 members Mstep: Class 15 contains 22565 members Mstep: Class 16 contains 14330 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4216 members Mstep: Class 19 contains 2546 members Mstep: Class 20 contains 6656 members Mstep: Class 21 contains 11200 members Mstep: Class 22 contains 4029 members Mstep: Class 23 contains 11445 members Mstep: Class 24 contains 3528 members Mstep: Class 25 contains 3768 members Mstep: Class 26 contains 6710 members Mstep: Class 27 contains 1831 members Mstep: Class 28 contains 3925 members Mstep: Class 29 contains 3457 members Mstep: Class 30 contains 1163 members Mstep: Class 31 contains 3344 members Mstep: Class 32 contains 13914 members Mstep: Class 33 contains 4728 members Mstep: Class 34 contains 3395 members Mstep: Class 35 contains 2760 members Mstep: Class 36 contains 10686 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 1628 members Mstep: Class 39 contains 21165 members Mstep: Class 40 contains 4674 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 697 members Mstep: Class 43 contains 8516 members Mstep: Class 44 contains 11170 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4130 members Mstep: Class 47 contains 396 members Mstep: Class 48 contains 6975 members Mstep: Class 49 contains 4249 members Mstep: Class 50 contains 937 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 596 members Mstep: Class 53 contains 4316 members Mstep: Class 54 contains 3305 members Mstep: Class 55 contains 5474 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3610 members Mstep: Class 58 contains 577 members Mstep: Class 59 contains 1512 members Mstep: Class 60 contains 4821 members Mstep: Class 61 contains 5200 members Mstep: Class 62 contains 6511 members Mstep: Class 63 contains 1037 members Mstep: Class 64 contains 808 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3378 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2249 members Mstep: Class 69 contains 1350 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1578 members Mstep: Class 72 contains 1368 members Mstep: Class 73 contains 714 members Mstep: Class 74 contains 2531 members Mstep: Class 75 contains 1868 members Mstep: Class 76 contains 6633 members Mstep: Class 77 contains 15173 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6723 members Mstep: Class 80 contains 20331 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 619 members Mstep: Class 83 contains 3155 members Mstep: Class 84 contains 1553 members Mstep: Class 85 contains 18212 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 732 members Entering Unmasked Estep ConsiderDeletion Score: -18664610.000000 Penalty: 37314.589844 Iteration 139Q: 88 clusters Score -1.866461e+07 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 18089 members Mstep: Class 3 contains 3287 members Mstep: Class 4 contains 33163 members Mstep: Class 5 contains 4557 members Mstep: Class 6 contains 8149 members Mstep: Class 7 contains 3231 members Mstep: Class 8 contains 568 members Mstep: Class 9 contains 7956 members Mstep: Class 10 contains 2248 members Mstep: Class 11 contains 4483 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5019 members Mstep: Class 15 contains 22556 members Mstep: Class 16 contains 14332 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4213 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 6649 members Mstep: Class 21 contains 11194 members Mstep: Class 22 contains 3974 members Mstep: Class 23 contains 11426 members Mstep: Class 24 contains 3526 members Mstep: Class 25 contains 3762 members Mstep: Class 26 contains 6708 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 3913 members Mstep: Class 29 contains 3459 members Mstep: Class 30 contains 1158 members Mstep: Class 31 contains 3331 members Mstep: Class 32 contains 13955 members Mstep: Class 33 contains 4748 members Mstep: Class 34 contains 3434 members Mstep: Class 35 contains 2767 members Mstep: Class 36 contains 10424 members Mstep: Class 37 contains 3010 members Mstep: Class 38 contains 1628 members Mstep: Class 39 contains 21158 members Mstep: Class 40 contains 4676 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 709 members Mstep: Class 43 contains 8556 members Mstep: Class 44 contains 11184 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4126 members Mstep: Class 47 contains 395 members Mstep: Class 48 contains 6989 members Mstep: Class 49 contains 4268 members Mstep: Class 50 contains 934 members Mstep: Class 51 contains 3699 members Mstep: Class 52 contains 593 members Mstep: Class 53 contains 4318 members Mstep: Class 54 contains 3331 members Mstep: Class 55 contains 5463 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3589 members Mstep: Class 58 contains 572 members Mstep: Class 59 contains 1546 members Mstep: Class 60 contains 4808 members Mstep: Class 61 contains 5219 members Mstep: Class 62 contains 6449 members Mstep: Class 63 contains 1033 members Mstep: Class 64 contains 810 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3431 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2270 members Mstep: Class 69 contains 1358 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1580 members Mstep: Class 72 contains 1374 members Mstep: Class 73 contains 717 members Mstep: Class 74 contains 2546 members Mstep: Class 75 contains 1902 members Mstep: Class 76 contains 6646 members Mstep: Class 77 contains 15146 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6682 members Mstep: Class 80 contains 20330 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 615 members Mstep: Class 83 contains 3155 members Mstep: Class 84 contains 1555 members Mstep: Class 85 contains 18337 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 739 members Entering Unmasked Estep ConsiderDeletion Score: -18665076.000000 Penalty: 37314.589844 Iteration 140F: 88 clusters Score -1.866508e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 17948 members Mstep: Class 3 contains 3339 members Mstep: Class 4 contains 33071 members Mstep: Class 5 contains 4554 members Mstep: Class 6 contains 8150 members Mstep: Class 7 contains 3241 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 8045 members Mstep: Class 10 contains 2257 members Mstep: Class 11 contains 4466 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5055 members Mstep: Class 15 contains 22539 members Mstep: Class 16 contains 14308 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4210 members Mstep: Class 19 contains 2544 members Mstep: Class 20 contains 6633 members Mstep: Class 21 contains 11182 members Mstep: Class 22 contains 3922 members Mstep: Class 23 contains 11408 members Mstep: Class 24 contains 3533 members Mstep: Class 25 contains 3751 members Mstep: Class 26 contains 6717 members Mstep: Class 27 contains 1825 members Mstep: Class 28 contains 3902 members Mstep: Class 29 contains 3461 members Mstep: Class 30 contains 1155 members Mstep: Class 31 contains 3318 members Mstep: Class 32 contains 13989 members Mstep: Class 33 contains 4759 members Mstep: Class 34 contains 3465 members Mstep: Class 35 contains 2770 members Mstep: Class 36 contains 10151 members Mstep: Class 37 contains 3009 members Mstep: Class 38 contains 1712 members Mstep: Class 39 contains 21151 members Mstep: Class 40 contains 4681 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 722 members Mstep: Class 43 contains 8643 members Mstep: Class 44 contains 11194 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4124 members Mstep: Class 47 contains 397 members Mstep: Class 48 contains 7000 members Mstep: Class 49 contains 4289 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3699 members Mstep: Class 52 contains 589 members Mstep: Class 53 contains 4319 members Mstep: Class 54 contains 3355 members Mstep: Class 55 contains 5459 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3566 members Mstep: Class 58 contains 569 members Mstep: Class 59 contains 1670 members Mstep: Class 60 contains 4797 members Mstep: Class 61 contains 5236 members Mstep: Class 62 contains 6363 members Mstep: Class 63 contains 1027 members Mstep: Class 64 contains 806 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3496 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2286 members Mstep: Class 69 contains 1369 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1587 members Mstep: Class 72 contains 1376 members Mstep: Class 73 contains 721 members Mstep: Class 74 contains 2562 members Mstep: Class 75 contains 1927 members Mstep: Class 76 contains 6653 members Mstep: Class 77 contains 15125 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6636 members Mstep: Class 80 contains 20329 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 611 members Mstep: Class 83 contains 3157 members Mstep: Class 84 contains 1553 members Mstep: Class 85 contains 18428 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 747 members Entering Unmasked Estep ConsiderDeletion Score: -18665400.000000 Penalty: 37314.589844 Iteration 141Q: 88 clusters Score -1.86654e+07 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 17792 members Mstep: Class 3 contains 3394 members Mstep: Class 4 contains 32977 members Mstep: Class 5 contains 4559 members Mstep: Class 6 contains 8150 members Mstep: Class 7 contains 3251 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 8130 members Mstep: Class 10 contains 2262 members Mstep: Class 11 contains 4455 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5083 members Mstep: Class 15 contains 22524 members Mstep: Class 16 contains 14298 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4210 members Mstep: Class 19 contains 2544 members Mstep: Class 20 contains 6613 members Mstep: Class 21 contains 11168 members Mstep: Class 22 contains 3874 members Mstep: Class 23 contains 11389 members Mstep: Class 24 contains 3542 members Mstep: Class 25 contains 3735 members Mstep: Class 26 contains 6719 members Mstep: Class 27 contains 1819 members Mstep: Class 28 contains 3909 members Mstep: Class 29 contains 3462 members Mstep: Class 30 contains 1150 members Mstep: Class 31 contains 3305 members Mstep: Class 32 contains 14018 members Mstep: Class 33 contains 4765 members Mstep: Class 34 contains 3507 members Mstep: Class 35 contains 2775 members Mstep: Class 36 contains 9885 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 1773 members Mstep: Class 39 contains 21151 members Mstep: Class 40 contains 4688 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 734 members Mstep: Class 43 contains 8706 members Mstep: Class 44 contains 11205 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4123 members Mstep: Class 47 contains 404 members Mstep: Class 48 contains 7012 members Mstep: Class 49 contains 4318 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 585 members Mstep: Class 53 contains 4322 members Mstep: Class 54 contains 3378 members Mstep: Class 55 contains 5457 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3545 members Mstep: Class 58 contains 567 members Mstep: Class 59 contains 1802 members Mstep: Class 60 contains 4790 members Mstep: Class 61 contains 5249 members Mstep: Class 62 contains 6273 members Mstep: Class 63 contains 1025 members Mstep: Class 64 contains 808 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3566 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2301 members Mstep: Class 69 contains 1376 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1598 members Mstep: Class 72 contains 1382 members Mstep: Class 73 contains 722 members Mstep: Class 74 contains 2584 members Mstep: Class 75 contains 1953 members Mstep: Class 76 contains 6661 members Mstep: Class 77 contains 15106 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6586 members Mstep: Class 80 contains 20329 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 603 members Mstep: Class 83 contains 3158 members Mstep: Class 84 contains 1554 members Mstep: Class 85 contains 18503 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 751 members Entering Unmasked Estep ConsiderDeletion Score: -18665650.000000 Penalty: 37314.589844 Iteration 142Q: 88 clusters Score -1.866565e+07 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 17601 members Mstep: Class 3 contains 3459 members Mstep: Class 4 contains 32887 members Mstep: Class 5 contains 4563 members Mstep: Class 6 contains 8147 members Mstep: Class 7 contains 3261 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8197 members Mstep: Class 10 contains 2269 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5108 members Mstep: Class 15 contains 22512 members Mstep: Class 16 contains 14292 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4211 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 6596 members Mstep: Class 21 contains 11163 members Mstep: Class 22 contains 3820 members Mstep: Class 23 contains 11366 members Mstep: Class 24 contains 3549 members Mstep: Class 25 contains 3708 members Mstep: Class 26 contains 6723 members Mstep: Class 27 contains 1819 members Mstep: Class 28 contains 3929 members Mstep: Class 29 contains 3463 members Mstep: Class 30 contains 1144 members Mstep: Class 31 contains 3292 members Mstep: Class 32 contains 14043 members Mstep: Class 33 contains 4774 members Mstep: Class 34 contains 3579 members Mstep: Class 35 contains 2770 members Mstep: Class 36 contains 9618 members Mstep: Class 37 contains 3010 members Mstep: Class 38 contains 1824 members Mstep: Class 39 contains 21145 members Mstep: Class 40 contains 4693 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 749 members Mstep: Class 43 contains 8743 members Mstep: Class 44 contains 11216 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4126 members Mstep: Class 47 contains 409 members Mstep: Class 48 contains 7027 members Mstep: Class 49 contains 4348 members Mstep: Class 50 contains 936 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 582 members Mstep: Class 53 contains 4325 members Mstep: Class 54 contains 3399 members Mstep: Class 55 contains 5455 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3520 members Mstep: Class 58 contains 564 members Mstep: Class 59 contains 1960 members Mstep: Class 60 contains 4780 members Mstep: Class 61 contains 5268 members Mstep: Class 62 contains 6170 members Mstep: Class 63 contains 1026 members Mstep: Class 64 contains 808 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3636 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2317 members Mstep: Class 69 contains 1382 members Mstep: Class 70 contains 860 members Mstep: Class 71 contains 1602 members Mstep: Class 72 contains 1388 members Mstep: Class 73 contains 723 members Mstep: Class 74 contains 2608 members Mstep: Class 75 contains 1987 members Mstep: Class 76 contains 6671 members Mstep: Class 77 contains 15088 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6544 members Mstep: Class 80 contains 20332 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 599 members Mstep: Class 83 contains 3157 members Mstep: Class 84 contains 1555 members Mstep: Class 85 contains 18586 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 760 members Entering Unmasked Estep ConsiderDeletion Score: -18666034.000000 Penalty: 37314.589844 Iteration 143Q: 88 clusters Score -1.866603e+07 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 17374 members Mstep: Class 3 contains 3530 members Mstep: Class 4 contains 32790 members Mstep: Class 5 contains 4565 members Mstep: Class 6 contains 8149 members Mstep: Class 7 contains 3274 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8252 members Mstep: Class 10 contains 2276 members Mstep: Class 11 contains 4404 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5145 members Mstep: Class 15 contains 22504 members Mstep: Class 16 contains 14288 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4214 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 6584 members Mstep: Class 21 contains 11163 members Mstep: Class 22 contains 3771 members Mstep: Class 23 contains 11345 members Mstep: Class 24 contains 3558 members Mstep: Class 25 contains 3685 members Mstep: Class 26 contains 6728 members Mstep: Class 27 contains 1821 members Mstep: Class 28 contains 3956 members Mstep: Class 29 contains 3468 members Mstep: Class 30 contains 1132 members Mstep: Class 31 contains 3283 members Mstep: Class 32 contains 14070 members Mstep: Class 33 contains 4794 members Mstep: Class 34 contains 3657 members Mstep: Class 35 contains 2771 members Mstep: Class 36 contains 9353 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 21134 members Mstep: Class 40 contains 4695 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 763 members Mstep: Class 43 contains 8782 members Mstep: Class 44 contains 11221 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4130 members Mstep: Class 47 contains 414 members Mstep: Class 48 contains 7033 members Mstep: Class 49 contains 4378 members Mstep: Class 50 contains 940 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 586 members Mstep: Class 53 contains 4329 members Mstep: Class 54 contains 3415 members Mstep: Class 55 contains 5449 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3504 members Mstep: Class 58 contains 561 members Mstep: Class 59 contains 2155 members Mstep: Class 60 contains 4767 members Mstep: Class 61 contains 5287 members Mstep: Class 62 contains 6044 members Mstep: Class 63 contains 1027 members Mstep: Class 64 contains 807 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3707 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2326 members Mstep: Class 69 contains 1392 members Mstep: Class 70 contains 860 members Mstep: Class 71 contains 1604 members Mstep: Class 72 contains 1386 members Mstep: Class 73 contains 725 members Mstep: Class 74 contains 2624 members Mstep: Class 75 contains 2031 members Mstep: Class 76 contains 6680 members Mstep: Class 77 contains 15062 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6513 members Mstep: Class 80 contains 20332 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 594 members Mstep: Class 83 contains 3154 members Mstep: Class 84 contains 1559 members Mstep: Class 85 contains 18654 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 765 members Entering Unmasked Estep ConsiderDeletion Score: -18666338.000000 Penalty: 37314.589844 Iteration 144Q: 88 clusters Score -1.866634e+07 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 17103 members Mstep: Class 3 contains 3607 members Mstep: Class 4 contains 32703 members Mstep: Class 5 contains 4569 members Mstep: Class 6 contains 8147 members Mstep: Class 7 contains 3287 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8306 members Mstep: Class 10 contains 2284 members Mstep: Class 11 contains 4365 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5179 members Mstep: Class 15 contains 22492 members Mstep: Class 16 contains 14283 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4213 members Mstep: Class 19 contains 2561 members Mstep: Class 20 contains 6583 members Mstep: Class 21 contains 11167 members Mstep: Class 22 contains 3730 members Mstep: Class 23 contains 11331 members Mstep: Class 24 contains 3563 members Mstep: Class 25 contains 3658 members Mstep: Class 26 contains 6728 members Mstep: Class 27 contains 1820 members Mstep: Class 28 contains 3981 members Mstep: Class 29 contains 3470 members Mstep: Class 30 contains 1124 members Mstep: Class 31 contains 3274 members Mstep: Class 32 contains 14093 members Mstep: Class 33 contains 4811 members Mstep: Class 34 contains 3765 members Mstep: Class 35 contains 2777 members Mstep: Class 36 contains 9095 members Mstep: Class 37 contains 3002 members Mstep: Class 38 contains 1894 members Mstep: Class 39 contains 21124 members Mstep: Class 40 contains 4697 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 770 members Mstep: Class 43 contains 8805 members Mstep: Class 44 contains 11228 members Mstep: Class 45 contains 1941 members Mstep: Class 46 contains 4132 members Mstep: Class 47 contains 410 members Mstep: Class 48 contains 7041 members Mstep: Class 49 contains 4417 members Mstep: Class 50 contains 940 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 593 members Mstep: Class 53 contains 4335 members Mstep: Class 54 contains 3425 members Mstep: Class 55 contains 5445 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3489 members Mstep: Class 58 contains 567 members Mstep: Class 59 contains 2368 members Mstep: Class 60 contains 4752 members Mstep: Class 61 contains 5301 members Mstep: Class 62 contains 5919 members Mstep: Class 63 contains 1026 members Mstep: Class 64 contains 805 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3765 members Mstep: Class 67 contains 380 members Mstep: Class 68 contains 2346 members Mstep: Class 69 contains 1396 members Mstep: Class 70 contains 859 members Mstep: Class 71 contains 1607 members Mstep: Class 72 contains 1385 members Mstep: Class 73 contains 727 members Mstep: Class 74 contains 2642 members Mstep: Class 75 contains 2074 members Mstep: Class 76 contains 6695 members Mstep: Class 77 contains 15043 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6482 members Mstep: Class 80 contains 20337 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 593 members Mstep: Class 83 contains 3151 members Mstep: Class 84 contains 1556 members Mstep: Class 85 contains 18735 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -18666600.000000 Penalty: 37314.589844 Iteration 145Q: 88 clusters Score -1.86666e+07 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 16806 members Mstep: Class 3 contains 3680 members Mstep: Class 4 contains 32630 members Mstep: Class 5 contains 4573 members Mstep: Class 6 contains 8146 members Mstep: Class 7 contains 3294 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8355 members Mstep: Class 10 contains 2296 members Mstep: Class 11 contains 4321 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5205 members Mstep: Class 15 contains 22479 members Mstep: Class 16 contains 14285 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4195 members Mstep: Class 19 contains 2564 members Mstep: Class 20 contains 6583 members Mstep: Class 21 contains 11166 members Mstep: Class 22 contains 3691 members Mstep: Class 23 contains 11329 members Mstep: Class 24 contains 3565 members Mstep: Class 25 contains 3631 members Mstep: Class 26 contains 6733 members Mstep: Class 27 contains 1821 members Mstep: Class 28 contains 4012 members Mstep: Class 29 contains 3474 members Mstep: Class 30 contains 1120 members Mstep: Class 31 contains 3266 members Mstep: Class 32 contains 14113 members Mstep: Class 33 contains 4826 members Mstep: Class 34 contains 3883 members Mstep: Class 35 contains 2778 members Mstep: Class 36 contains 8845 members Mstep: Class 37 contains 2995 members Mstep: Class 38 contains 1920 members Mstep: Class 39 contains 21118 members Mstep: Class 40 contains 4704 members Mstep: Class 41 contains 231 members Mstep: Class 42 contains 777 members Mstep: Class 43 contains 8823 members Mstep: Class 44 contains 11233 members Mstep: Class 45 contains 1939 members Mstep: Class 46 contains 4134 members Mstep: Class 47 contains 410 members Mstep: Class 48 contains 7052 members Mstep: Class 49 contains 4464 members Mstep: Class 50 contains 939 members Mstep: Class 51 contains 3694 members Mstep: Class 52 contains 598 members Mstep: Class 53 contains 4337 members Mstep: Class 54 contains 3436 members Mstep: Class 55 contains 5438 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3467 members Mstep: Class 58 contains 569 members Mstep: Class 59 contains 2602 members Mstep: Class 60 contains 4744 members Mstep: Class 61 contains 5315 members Mstep: Class 62 contains 5792 members Mstep: Class 63 contains 1029 members Mstep: Class 64 contains 803 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3815 members Mstep: Class 67 contains 379 members Mstep: Class 68 contains 2367 members Mstep: Class 69 contains 1400 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1609 members Mstep: Class 72 contains 1380 members Mstep: Class 73 contains 728 members Mstep: Class 74 contains 2660 members Mstep: Class 75 contains 2122 members Mstep: Class 76 contains 6710 members Mstep: Class 77 contains 15031 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6445 members Mstep: Class 80 contains 20340 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 593 members Mstep: Class 83 contains 3151 members Mstep: Class 84 contains 1559 members Mstep: Class 85 contains 18806 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 775 members Entering Unmasked Estep ConsiderDeletion Score: -18666832.000000 Penalty: 37314.589844 Iteration 146Q: 88 clusters Score -1.866683e+07 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 16493 members Mstep: Class 3 contains 3757 members Mstep: Class 4 contains 32550 members Mstep: Class 5 contains 4578 members Mstep: Class 6 contains 8142 members Mstep: Class 7 contains 3299 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8416 members Mstep: Class 10 contains 2310 members Mstep: Class 11 contains 4260 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5232 members Mstep: Class 15 contains 22472 members Mstep: Class 16 contains 14289 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4192 members Mstep: Class 19 contains 2571 members Mstep: Class 20 contains 6581 members Mstep: Class 21 contains 11165 members Mstep: Class 22 contains 3657 members Mstep: Class 23 contains 11324 members Mstep: Class 24 contains 3567 members Mstep: Class 25 contains 3613 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1824 members Mstep: Class 28 contains 4031 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 1116 members Mstep: Class 31 contains 3257 members Mstep: Class 32 contains 14142 members Mstep: Class 33 contains 4837 members Mstep: Class 34 contains 4017 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 8582 members Mstep: Class 37 contains 2992 members Mstep: Class 38 contains 1939 members Mstep: Class 39 contains 21101 members Mstep: Class 40 contains 4709 members Mstep: Class 41 contains 232 members Mstep: Class 42 contains 782 members Mstep: Class 43 contains 8833 members Mstep: Class 44 contains 11239 members Mstep: Class 45 contains 1937 members Mstep: Class 46 contains 4136 members Mstep: Class 47 contains 412 members Mstep: Class 48 contains 7057 members Mstep: Class 49 contains 4513 members Mstep: Class 50 contains 936 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 606 members Mstep: Class 53 contains 4338 members Mstep: Class 54 contains 3455 members Mstep: Class 55 contains 5428 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3447 members Mstep: Class 58 contains 571 members Mstep: Class 59 contains 2817 members Mstep: Class 60 contains 4733 members Mstep: Class 61 contains 5339 members Mstep: Class 62 contains 5686 members Mstep: Class 63 contains 1034 members Mstep: Class 64 contains 801 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3863 members Mstep: Class 67 contains 379 members Mstep: Class 68 contains 2387 members Mstep: Class 69 contains 1409 members Mstep: Class 70 contains 857 members Mstep: Class 71 contains 1611 members Mstep: Class 72 contains 1378 members Mstep: Class 73 contains 729 members Mstep: Class 74 contains 2676 members Mstep: Class 75 contains 2158 members Mstep: Class 76 contains 6734 members Mstep: Class 77 contains 15020 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6404 members Mstep: Class 80 contains 20346 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 593 members Mstep: Class 83 contains 3148 members Mstep: Class 84 contains 1553 members Mstep: Class 85 contains 18886 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 779 members Entering Unmasked Estep ConsiderDeletion Score: -18667106.000000 Penalty: 37314.589844 Iteration 147Q: 88 clusters Score -1.866711e+07 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 16173 members Mstep: Class 3 contains 3838 members Mstep: Class 4 contains 32476 members Mstep: Class 5 contains 4591 members Mstep: Class 6 contains 8144 members Mstep: Class 7 contains 3300 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8483 members Mstep: Class 10 contains 2314 members Mstep: Class 11 contains 4170 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5262 members Mstep: Class 15 contains 22465 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4188 members Mstep: Class 19 contains 2578 members Mstep: Class 20 contains 6576 members Mstep: Class 21 contains 11164 members Mstep: Class 22 contains 3622 members Mstep: Class 23 contains 11323 members Mstep: Class 24 contains 3568 members Mstep: Class 25 contains 3603 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1827 members Mstep: Class 28 contains 4054 members Mstep: Class 29 contains 3483 members Mstep: Class 30 contains 1114 members Mstep: Class 31 contains 3249 members Mstep: Class 32 contains 14166 members Mstep: Class 33 contains 4845 members Mstep: Class 34 contains 4171 members Mstep: Class 35 contains 2779 members Mstep: Class 36 contains 8324 members Mstep: Class 37 contains 2989 members Mstep: Class 38 contains 1952 members Mstep: Class 39 contains 21092 members Mstep: Class 40 contains 4717 members Mstep: Class 41 contains 232 members Mstep: Class 42 contains 786 members Mstep: Class 43 contains 8830 members Mstep: Class 44 contains 11244 members Mstep: Class 45 contains 1937 members Mstep: Class 46 contains 4128 members Mstep: Class 47 contains 415 members Mstep: Class 48 contains 7066 members Mstep: Class 49 contains 4571 members Mstep: Class 50 contains 935 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 614 members Mstep: Class 53 contains 4335 members Mstep: Class 54 contains 3476 members Mstep: Class 55 contains 5422 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3434 members Mstep: Class 58 contains 573 members Mstep: Class 59 contains 3036 members Mstep: Class 60 contains 4722 members Mstep: Class 61 contains 5343 members Mstep: Class 62 contains 5605 members Mstep: Class 63 contains 1027 members Mstep: Class 64 contains 801 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3916 members Mstep: Class 67 contains 379 members Mstep: Class 68 contains 2410 members Mstep: Class 69 contains 1413 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1611 members Mstep: Class 72 contains 1378 members Mstep: Class 73 contains 730 members Mstep: Class 74 contains 2694 members Mstep: Class 75 contains 2209 members Mstep: Class 76 contains 6761 members Mstep: Class 77 contains 15011 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6366 members Mstep: Class 80 contains 20349 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 593 members Mstep: Class 83 contains 3144 members Mstep: Class 84 contains 1550 members Mstep: Class 85 contains 18936 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -18667372.000000 Penalty: 37314.589844 Iteration 148Q: 88 clusters Score -1.866737e+07 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 15839 members Mstep: Class 3 contains 3913 members Mstep: Class 4 contains 32392 members Mstep: Class 5 contains 4601 members Mstep: Class 6 contains 8142 members Mstep: Class 7 contains 3296 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8541 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 4086 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5288 members Mstep: Class 15 contains 22456 members Mstep: Class 16 contains 14300 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4186 members Mstep: Class 19 contains 2586 members Mstep: Class 20 contains 6574 members Mstep: Class 21 contains 11167 members Mstep: Class 22 contains 3600 members Mstep: Class 23 contains 11325 members Mstep: Class 24 contains 3571 members Mstep: Class 25 contains 3593 members Mstep: Class 26 contains 6741 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4075 members Mstep: Class 29 contains 3488 members Mstep: Class 30 contains 1114 members Mstep: Class 31 contains 3241 members Mstep: Class 32 contains 14206 members Mstep: Class 33 contains 4851 members Mstep: Class 34 contains 4338 members Mstep: Class 35 contains 2783 members Mstep: Class 36 contains 8067 members Mstep: Class 37 contains 2985 members Mstep: Class 38 contains 1960 members Mstep: Class 39 contains 21087 members Mstep: Class 40 contains 4727 members Mstep: Class 41 contains 232 members Mstep: Class 42 contains 788 members Mstep: Class 43 contains 8810 members Mstep: Class 44 contains 11246 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4128 members Mstep: Class 47 contains 415 members Mstep: Class 48 contains 7072 members Mstep: Class 49 contains 4638 members Mstep: Class 50 contains 936 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 619 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3493 members Mstep: Class 55 contains 5413 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3423 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 3258 members Mstep: Class 60 contains 4715 members Mstep: Class 61 contains 5345 members Mstep: Class 62 contains 5519 members Mstep: Class 63 contains 1026 members Mstep: Class 64 contains 799 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3961 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2428 members Mstep: Class 69 contains 1415 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1621 members Mstep: Class 72 contains 1374 members Mstep: Class 73 contains 731 members Mstep: Class 74 contains 2705 members Mstep: Class 75 contains 2264 members Mstep: Class 76 contains 6775 members Mstep: Class 77 contains 15005 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6333 members Mstep: Class 80 contains 20356 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 594 members Mstep: Class 83 contains 3138 members Mstep: Class 84 contains 1549 members Mstep: Class 85 contains 18984 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -18667690.000000 Penalty: 37314.589844 Iteration 149Q: 88 clusters Score -1.866769e+07 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 15468 members Mstep: Class 3 contains 3993 members Mstep: Class 4 contains 32309 members Mstep: Class 5 contains 4615 members Mstep: Class 6 contains 8143 members Mstep: Class 7 contains 3299 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8599 members Mstep: Class 10 contains 2340 members Mstep: Class 11 contains 4008 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22444 members Mstep: Class 16 contains 14306 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4173 members Mstep: Class 19 contains 2589 members Mstep: Class 20 contains 6574 members Mstep: Class 21 contains 11168 members Mstep: Class 22 contains 3580 members Mstep: Class 23 contains 11327 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 3580 members Mstep: Class 26 contains 6739 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4093 members Mstep: Class 29 contains 3495 members Mstep: Class 30 contains 1114 members Mstep: Class 31 contains 3237 members Mstep: Class 32 contains 14249 members Mstep: Class 33 contains 4852 members Mstep: Class 34 contains 4532 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 7781 members Mstep: Class 37 contains 2989 members Mstep: Class 38 contains 1965 members Mstep: Class 39 contains 21084 members Mstep: Class 40 contains 4730 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 793 members Mstep: Class 43 contains 8759 members Mstep: Class 44 contains 11247 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4127 members Mstep: Class 47 contains 415 members Mstep: Class 48 contains 7074 members Mstep: Class 49 contains 4713 members Mstep: Class 50 contains 936 members Mstep: Class 51 contains 3700 members Mstep: Class 52 contains 608 members Mstep: Class 53 contains 4325 members Mstep: Class 54 contains 3505 members Mstep: Class 55 contains 5407 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3411 members Mstep: Class 58 contains 582 members Mstep: Class 59 contains 3480 members Mstep: Class 60 contains 4709 members Mstep: Class 61 contains 5352 members Mstep: Class 62 contains 5469 members Mstep: Class 63 contains 1021 members Mstep: Class 64 contains 796 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3981 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2447 members Mstep: Class 69 contains 1414 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1627 members Mstep: Class 72 contains 1370 members Mstep: Class 73 contains 730 members Mstep: Class 74 contains 2722 members Mstep: Class 75 contains 2338 members Mstep: Class 76 contains 6796 members Mstep: Class 77 contains 14998 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6294 members Mstep: Class 80 contains 20365 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 595 members Mstep: Class 83 contains 3136 members Mstep: Class 84 contains 1550 members Mstep: Class 85 contains 19072 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -18668008.000000 Penalty: 37314.589844 Iteration 150Q: 88 clusters Score -1.866801e+07 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 15093 members Mstep: Class 3 contains 4071 members Mstep: Class 4 contains 32217 members Mstep: Class 5 contains 4632 members Mstep: Class 6 contains 8142 members Mstep: Class 7 contains 3303 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8675 members Mstep: Class 10 contains 2351 members Mstep: Class 11 contains 3926 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5344 members Mstep: Class 15 contains 22428 members Mstep: Class 16 contains 14309 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4158 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 6574 members Mstep: Class 21 contains 11163 members Mstep: Class 22 contains 3572 members Mstep: Class 23 contains 11327 members Mstep: Class 24 contains 3569 members Mstep: Class 25 contains 3565 members Mstep: Class 26 contains 6738 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4116 members Mstep: Class 29 contains 3510 members Mstep: Class 30 contains 1113 members Mstep: Class 31 contains 3237 members Mstep: Class 32 contains 14289 members Mstep: Class 33 contains 4855 members Mstep: Class 34 contains 4716 members Mstep: Class 35 contains 2790 members Mstep: Class 36 contains 7422 members Mstep: Class 37 contains 2989 members Mstep: Class 38 contains 1970 members Mstep: Class 39 contains 21081 members Mstep: Class 40 contains 4743 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 797 members Mstep: Class 43 contains 8718 members Mstep: Class 44 contains 11248 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4119 members Mstep: Class 47 contains 418 members Mstep: Class 48 contains 7082 members Mstep: Class 49 contains 4816 members Mstep: Class 50 contains 935 members Mstep: Class 51 contains 3699 members Mstep: Class 52 contains 606 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3515 members Mstep: Class 55 contains 5398 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3403 members Mstep: Class 58 contains 590 members Mstep: Class 59 contains 3683 members Mstep: Class 60 contains 4707 members Mstep: Class 61 contains 5360 members Mstep: Class 62 contains 5437 members Mstep: Class 63 contains 1026 members Mstep: Class 64 contains 794 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3998 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2472 members Mstep: Class 69 contains 1415 members Mstep: Class 70 contains 858 members Mstep: Class 71 contains 1629 members Mstep: Class 72 contains 1368 members Mstep: Class 73 contains 727 members Mstep: Class 74 contains 2741 members Mstep: Class 75 contains 2400 members Mstep: Class 76 contains 6833 members Mstep: Class 77 contains 14996 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6243 members Mstep: Class 80 contains 20370 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 596 members Mstep: Class 83 contains 3135 members Mstep: Class 84 contains 1552 members Mstep: Class 85 contains 19168 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -18668398.000000 Penalty: 37314.589844 Iteration 151Q: 88 clusters Score -1.86684e+07 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 14704 members Mstep: Class 3 contains 4166 members Mstep: Class 4 contains 32128 members Mstep: Class 5 contains 4644 members Mstep: Class 6 contains 8142 members Mstep: Class 7 contains 3307 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8746 members Mstep: Class 10 contains 2362 members Mstep: Class 11 contains 3836 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5366 members Mstep: Class 15 contains 22417 members Mstep: Class 16 contains 14309 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4152 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 6575 members Mstep: Class 21 contains 11160 members Mstep: Class 22 contains 3573 members Mstep: Class 23 contains 11320 members Mstep: Class 24 contains 3566 members Mstep: Class 25 contains 3546 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1827 members Mstep: Class 28 contains 4134 members Mstep: Class 29 contains 3514 members Mstep: Class 30 contains 1112 members Mstep: Class 31 contains 3236 members Mstep: Class 32 contains 14330 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 4912 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 7072 members Mstep: Class 37 contains 2991 members Mstep: Class 38 contains 1975 members Mstep: Class 39 contains 21069 members Mstep: Class 40 contains 4751 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 797 members Mstep: Class 43 contains 8647 members Mstep: Class 44 contains 11248 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4115 members Mstep: Class 47 contains 422 members Mstep: Class 48 contains 7087 members Mstep: Class 49 contains 4930 members Mstep: Class 50 contains 938 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 608 members Mstep: Class 53 contains 4323 members Mstep: Class 54 contains 3532 members Mstep: Class 55 contains 5395 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3395 members Mstep: Class 58 contains 595 members Mstep: Class 59 contains 3902 members Mstep: Class 60 contains 4703 members Mstep: Class 61 contains 5371 members Mstep: Class 62 contains 5387 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 792 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4009 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2497 members Mstep: Class 69 contains 1413 members Mstep: Class 70 contains 857 members Mstep: Class 71 contains 1632 members Mstep: Class 72 contains 1368 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2760 members Mstep: Class 75 contains 2483 members Mstep: Class 76 contains 6883 members Mstep: Class 77 contains 14992 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6204 members Mstep: Class 80 contains 20376 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 596 members Mstep: Class 83 contains 3134 members Mstep: Class 84 contains 1551 members Mstep: Class 85 contains 19251 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -18668940.000000 Penalty: 37314.589844 Iteration 152Q: 88 clusters Score -1.866894e+07 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 14312 members Mstep: Class 3 contains 4247 members Mstep: Class 4 contains 32051 members Mstep: Class 5 contains 4655 members Mstep: Class 6 contains 8145 members Mstep: Class 7 contains 3311 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8803 members Mstep: Class 10 contains 2370 members Mstep: Class 11 contains 3738 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5386 members Mstep: Class 15 contains 22409 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4139 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 6570 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 3583 members Mstep: Class 23 contains 11321 members Mstep: Class 24 contains 3565 members Mstep: Class 25 contains 3534 members Mstep: Class 26 contains 6729 members Mstep: Class 27 contains 1824 members Mstep: Class 28 contains 4148 members Mstep: Class 29 contains 3515 members Mstep: Class 30 contains 1110 members Mstep: Class 31 contains 3236 members Mstep: Class 32 contains 14343 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 5105 members Mstep: Class 35 contains 2799 members Mstep: Class 36 contains 6699 members Mstep: Class 37 contains 2992 members Mstep: Class 38 contains 1981 members Mstep: Class 39 contains 21067 members Mstep: Class 40 contains 4759 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 797 members Mstep: Class 43 contains 8568 members Mstep: Class 44 contains 11249 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 428 members Mstep: Class 48 contains 7093 members Mstep: Class 49 contains 5076 members Mstep: Class 50 contains 938 members Mstep: Class 51 contains 3698 members Mstep: Class 52 contains 616 members Mstep: Class 53 contains 4323 members Mstep: Class 54 contains 3551 members Mstep: Class 55 contains 5393 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3390 members Mstep: Class 58 contains 597 members Mstep: Class 59 contains 4132 members Mstep: Class 60 contains 4699 members Mstep: Class 61 contains 5379 members Mstep: Class 62 contains 5368 members Mstep: Class 63 contains 1030 members Mstep: Class 64 contains 787 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4014 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2510 members Mstep: Class 69 contains 1414 members Mstep: Class 70 contains 857 members Mstep: Class 71 contains 1637 members Mstep: Class 72 contains 1371 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2799 members Mstep: Class 75 contains 2559 members Mstep: Class 76 contains 6919 members Mstep: Class 77 contains 14990 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6177 members Mstep: Class 80 contains 20380 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3132 members Mstep: Class 84 contains 1548 members Mstep: Class 85 contains 19339 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -18669362.000000 Penalty: 37314.589844 Iteration 153Q: 88 clusters Score -1.866936e+07 nChanged 2101 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 13909 members Mstep: Class 3 contains 4322 members Mstep: Class 4 contains 31973 members Mstep: Class 5 contains 4670 members Mstep: Class 6 contains 8145 members Mstep: Class 7 contains 3317 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8858 members Mstep: Class 10 contains 2381 members Mstep: Class 11 contains 3634 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5408 members Mstep: Class 15 contains 22400 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4137 members Mstep: Class 19 contains 2598 members Mstep: Class 20 contains 6568 members Mstep: Class 21 contains 11152 members Mstep: Class 22 contains 3613 members Mstep: Class 23 contains 11324 members Mstep: Class 24 contains 3563 members Mstep: Class 25 contains 3534 members Mstep: Class 26 contains 6728 members Mstep: Class 27 contains 1820 members Mstep: Class 28 contains 4154 members Mstep: Class 29 contains 3518 members Mstep: Class 30 contains 1107 members Mstep: Class 31 contains 3234 members Mstep: Class 32 contains 14366 members Mstep: Class 33 contains 4863 members Mstep: Class 34 contains 5296 members Mstep: Class 35 contains 2796 members Mstep: Class 36 contains 6277 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1985 members Mstep: Class 39 contains 21063 members Mstep: Class 40 contains 4758 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 798 members Mstep: Class 43 contains 8474 members Mstep: Class 44 contains 11249 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4110 members Mstep: Class 47 contains 434 members Mstep: Class 48 contains 7105 members Mstep: Class 49 contains 5257 members Mstep: Class 50 contains 938 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 624 members Mstep: Class 53 contains 4324 members Mstep: Class 54 contains 3570 members Mstep: Class 55 contains 5388 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3388 members Mstep: Class 58 contains 591 members Mstep: Class 59 contains 4377 members Mstep: Class 60 contains 4692 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5359 members Mstep: Class 63 contains 1029 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3981 members Mstep: Class 67 contains 378 members Mstep: Class 68 contains 2526 members Mstep: Class 69 contains 1416 members Mstep: Class 70 contains 856 members Mstep: Class 71 contains 1642 members Mstep: Class 72 contains 1372 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2831 members Mstep: Class 75 contains 2628 members Mstep: Class 76 contains 6958 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6148 members Mstep: Class 80 contains 20388 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3130 members Mstep: Class 84 contains 1544 members Mstep: Class 85 contains 19471 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -18669956.000000 Penalty: 37314.589844 Iteration 154Q: 88 clusters Score -1.866996e+07 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 13488 members Mstep: Class 3 contains 4379 members Mstep: Class 4 contains 31913 members Mstep: Class 5 contains 4688 members Mstep: Class 6 contains 8146 members Mstep: Class 7 contains 3324 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8915 members Mstep: Class 10 contains 2394 members Mstep: Class 11 contains 3515 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5433 members Mstep: Class 15 contains 22391 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4145 members Mstep: Class 19 contains 2601 members Mstep: Class 20 contains 6562 members Mstep: Class 21 contains 11143 members Mstep: Class 22 contains 3633 members Mstep: Class 23 contains 11316 members Mstep: Class 24 contains 3561 members Mstep: Class 25 contains 3531 members Mstep: Class 26 contains 6715 members Mstep: Class 27 contains 1821 members Mstep: Class 28 contains 4168 members Mstep: Class 29 contains 3517 members Mstep: Class 30 contains 1104 members Mstep: Class 31 contains 3232 members Mstep: Class 32 contains 14381 members Mstep: Class 33 contains 4869 members Mstep: Class 34 contains 5504 members Mstep: Class 35 contains 2799 members Mstep: Class 36 contains 5797 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1989 members Mstep: Class 39 contains 21054 members Mstep: Class 40 contains 4767 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 799 members Mstep: Class 43 contains 8401 members Mstep: Class 44 contains 11246 members Mstep: Class 45 contains 1950 members Mstep: Class 46 contains 4109 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7113 members Mstep: Class 49 contains 5460 members Mstep: Class 50 contains 939 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 634 members Mstep: Class 53 contains 4328 members Mstep: Class 54 contains 3585 members Mstep: Class 55 contains 5385 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3384 members Mstep: Class 58 contains 591 members Mstep: Class 59 contains 4638 members Mstep: Class 60 contains 4683 members Mstep: Class 61 contains 5384 members Mstep: Class 62 contains 5355 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3943 members Mstep: Class 67 contains 377 members Mstep: Class 68 contains 2534 members Mstep: Class 69 contains 1419 members Mstep: Class 70 contains 855 members Mstep: Class 71 contains 1644 members Mstep: Class 72 contains 1372 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2871 members Mstep: Class 75 contains 2684 members Mstep: Class 76 contains 6999 members Mstep: Class 77 contains 14990 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 6124 members Mstep: Class 80 contains 20391 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3129 members Mstep: Class 84 contains 1539 members Mstep: Class 85 contains 19647 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 786 members Entering Unmasked Estep ConsiderDeletion Score: -18670652.000000 Penalty: 37314.589844 Iteration 155Q: 88 clusters Score -1.867065e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 13024 members Mstep: Class 3 contains 4430 members Mstep: Class 4 contains 31839 members Mstep: Class 5 contains 4718 members Mstep: Class 6 contains 8147 members Mstep: Class 7 contains 3332 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 8970 members Mstep: Class 10 contains 2415 members Mstep: Class 11 contains 3392 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5456 members Mstep: Class 15 contains 22377 members Mstep: Class 16 contains 14318 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4159 members Mstep: Class 19 contains 2604 members Mstep: Class 20 contains 6557 members Mstep: Class 21 contains 11135 members Mstep: Class 22 contains 3665 members Mstep: Class 23 contains 11316 members Mstep: Class 24 contains 3560 members Mstep: Class 25 contains 3525 members Mstep: Class 26 contains 6705 members Mstep: Class 27 contains 1823 members Mstep: Class 28 contains 4180 members Mstep: Class 29 contains 3516 members Mstep: Class 30 contains 1101 members Mstep: Class 31 contains 3228 members Mstep: Class 32 contains 14417 members Mstep: Class 33 contains 4870 members Mstep: Class 34 contains 5735 members Mstep: Class 35 contains 2800 members Mstep: Class 36 contains 5258 members Mstep: Class 37 contains 2998 members Mstep: Class 38 contains 1992 members Mstep: Class 39 contains 21048 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 802 members Mstep: Class 43 contains 8369 members Mstep: Class 44 contains 11243 members Mstep: Class 45 contains 1950 members Mstep: Class 46 contains 4110 members Mstep: Class 47 contains 438 members Mstep: Class 48 contains 7123 members Mstep: Class 49 contains 5674 members Mstep: Class 50 contains 941 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 643 members Mstep: Class 53 contains 4328 members Mstep: Class 54 contains 3602 members Mstep: Class 55 contains 5383 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3387 members Mstep: Class 58 contains 588 members Mstep: Class 59 contains 4915 members Mstep: Class 60 contains 4678 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5365 members Mstep: Class 63 contains 1030 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3894 members Mstep: Class 67 contains 377 members Mstep: Class 68 contains 2550 members Mstep: Class 69 contains 1423 members Mstep: Class 70 contains 854 members Mstep: Class 71 contains 1647 members Mstep: Class 72 contains 1370 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2896 members Mstep: Class 75 contains 2709 members Mstep: Class 76 contains 7049 members Mstep: Class 77 contains 14991 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6083 members Mstep: Class 80 contains 20392 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 598 members Mstep: Class 83 contains 3128 members Mstep: Class 84 contains 1538 members Mstep: Class 85 contains 19804 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -18671376.000000 Penalty: 37314.589844 Iteration 156Q: 88 clusters Score -1.867138e+07 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 12542 members Mstep: Class 3 contains 4492 members Mstep: Class 4 contains 31769 members Mstep: Class 5 contains 4757 members Mstep: Class 6 contains 8148 members Mstep: Class 7 contains 3339 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 9025 members Mstep: Class 10 contains 2439 members Mstep: Class 11 contains 3260 members Mstep: Class 12 contains 352 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5469 members Mstep: Class 15 contains 22367 members Mstep: Class 16 contains 14314 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4166 members Mstep: Class 19 contains 2605 members Mstep: Class 20 contains 6560 members Mstep: Class 21 contains 11125 members Mstep: Class 22 contains 3682 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3560 members Mstep: Class 25 contains 3522 members Mstep: Class 26 contains 6703 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4198 members Mstep: Class 29 contains 3517 members Mstep: Class 30 contains 1096 members Mstep: Class 31 contains 3223 members Mstep: Class 32 contains 14456 members Mstep: Class 33 contains 4869 members Mstep: Class 34 contains 5971 members Mstep: Class 35 contains 2804 members Mstep: Class 36 contains 4695 members Mstep: Class 37 contains 2995 members Mstep: Class 38 contains 1995 members Mstep: Class 39 contains 21041 members Mstep: Class 40 contains 4799 members Mstep: Class 41 contains 234 members Mstep: Class 42 contains 806 members Mstep: Class 43 contains 8429 members Mstep: Class 44 contains 11238 members Mstep: Class 45 contains 1950 members Mstep: Class 46 contains 4110 members Mstep: Class 47 contains 443 members Mstep: Class 48 contains 7128 members Mstep: Class 49 contains 5888 members Mstep: Class 50 contains 943 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 647 members Mstep: Class 53 contains 4329 members Mstep: Class 54 contains 3619 members Mstep: Class 55 contains 5379 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 581 members Mstep: Class 59 contains 5209 members Mstep: Class 60 contains 4669 members Mstep: Class 61 contains 5384 members Mstep: Class 62 contains 5401 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3828 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2564 members Mstep: Class 69 contains 1430 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1652 members Mstep: Class 72 contains 1369 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2917 members Mstep: Class 75 contains 2711 members Mstep: Class 76 contains 7088 members Mstep: Class 77 contains 14992 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6049 members Mstep: Class 80 contains 20400 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 598 members Mstep: Class 83 contains 3125 members Mstep: Class 84 contains 1535 members Mstep: Class 85 contains 19939 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 795 members Entering Unmasked Estep ConsiderDeletion Score: -18672176.000000 Penalty: 37314.589844 Iteration 157Q: 88 clusters Score -1.867218e+07 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 12037 members Mstep: Class 3 contains 4528 members Mstep: Class 4 contains 31694 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 8151 members Mstep: Class 7 contains 3348 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 9073 members Mstep: Class 10 contains 2471 members Mstep: Class 11 contains 3142 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5474 members Mstep: Class 15 contains 22363 members Mstep: Class 16 contains 14314 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4171 members Mstep: Class 19 contains 2607 members Mstep: Class 20 contains 6561 members Mstep: Class 21 contains 11121 members Mstep: Class 22 contains 3668 members Mstep: Class 23 contains 11324 members Mstep: Class 24 contains 3560 members Mstep: Class 25 contains 3512 members Mstep: Class 26 contains 6687 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4223 members Mstep: Class 29 contains 3518 members Mstep: Class 30 contains 1091 members Mstep: Class 31 contains 3218 members Mstep: Class 32 contains 14503 members Mstep: Class 33 contains 4871 members Mstep: Class 34 contains 6237 members Mstep: Class 35 contains 2808 members Mstep: Class 36 contains 4124 members Mstep: Class 37 contains 2994 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21035 members Mstep: Class 40 contains 4812 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 807 members Mstep: Class 43 contains 8594 members Mstep: Class 44 contains 11239 members Mstep: Class 45 contains 1948 members Mstep: Class 46 contains 4111 members Mstep: Class 47 contains 447 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6077 members Mstep: Class 50 contains 943 members Mstep: Class 51 contains 3697 members Mstep: Class 52 contains 656 members Mstep: Class 53 contains 4328 members Mstep: Class 54 contains 3626 members Mstep: Class 55 contains 5374 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3387 members Mstep: Class 58 contains 579 members Mstep: Class 59 contains 5494 members Mstep: Class 60 contains 4667 members Mstep: Class 61 contains 5386 members Mstep: Class 62 contains 5456 members Mstep: Class 63 contains 1029 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3758 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2575 members Mstep: Class 69 contains 1434 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1657 members Mstep: Class 72 contains 1371 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2933 members Mstep: Class 75 contains 2688 members Mstep: Class 76 contains 7129 members Mstep: Class 77 contains 14991 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 6019 members Mstep: Class 80 contains 20414 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 598 members Mstep: Class 83 contains 3123 members Mstep: Class 84 contains 1532 members Mstep: Class 85 contains 20069 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -18672812.000000 Penalty: 37314.589844 Iteration 158Q: 88 clusters Score -1.867281e+07 nChanged 2122 Entering ConstructFrom: Score: -18672812.000000 Penalty: 37314.589844 Entering ConstructFrom: Trying to split cluster 1 (6101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Entering Unmasked Estep Score: -288408.000000 Penalty: 287.634857 Iteration 0F: 2 clusters Score -288408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -284325.250000 Penalty: 575.269714 Iteration 0F: 3 clusters Score -284325.2 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -286074.437500 Penalty: 575.269714 Iteration 1F: 3 clusters Score -286074.4 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -286449.375000 Penalty: 575.269714 Iteration 2F: 3 clusters Score -286449.4 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -286925.218750 Penalty: 575.269714 Iteration 3F: 3 clusters Score -286925.2 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -287349.156250 Penalty: 575.269714 Iteration 4F: 3 clusters Score -287349.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -287697.968750 Penalty: 575.269714 Iteration 5F: 3 clusters Score -287698 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -287895.062500 Penalty: 575.269714 Iteration 6Q: 3 clusters Score -287895.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -287993.156250 Penalty: 575.269714 Iteration 7Q: 3 clusters Score -287993.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -288056.937500 Penalty: 575.269714 Iteration 8Q: 3 clusters Score -288056.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -288120.031250 Penalty: 575.269714 Iteration 9Q: 3 clusters Score -288120 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -288154.875000 Penalty: 575.269714 Iteration 10Q: 3 clusters Score -288154.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -288173.593750 Penalty: 575.269714 Iteration 11Q: 3 clusters Score -288173.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -288181.781250 Penalty: 575.269714 Iteration 12Q: 3 clusters Score -288181.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -288184.968750 Penalty: 575.269714 Iteration 13Q: 3 clusters Score -288185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -288187.656250 Penalty: 575.269714 Iteration 14Q: 3 clusters Score -288187.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -288190.468750 Penalty: 575.269714 Iteration 15Q: 3 clusters Score -288190.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -288191.156250 Penalty: 575.269714 Iteration 16Q: 3 clusters Score -288191.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -288191.531250 Penalty: 575.269714 Iteration 17Q: 3 clusters Score -288191.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -288191.531250 Penalty: 575.269714 Iteration 18F: 3 clusters Score -288191.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (11498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Entering Unmasked Estep Score: -579132.812500 Penalty: 308.547607 Iteration 0F: 2 clusters Score -579132.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -571471.062500 Penalty: 617.095215 Iteration 0F: 3 clusters Score -571471.1 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -574691.750000 Penalty: 617.095215 Iteration 1F: 3 clusters Score -574691.8 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -575083.125000 Penalty: 617.095215 Iteration 2F: 3 clusters Score -575083.1 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -575610.625000 Penalty: 617.095215 Iteration 3F: 3 clusters Score -575610.6 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -576159.125000 Penalty: 617.095215 Iteration 4F: 3 clusters Score -576159.1 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -576638.187500 Penalty: 617.095215 Iteration 5F: 3 clusters Score -576638.2 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -576895.812500 Penalty: 617.095215 Iteration 6Q: 3 clusters Score -576895.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -576991.000000 Penalty: 617.095215 Iteration 7Q: 3 clusters Score -576991 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -577041.812500 Penalty: 617.095215 Iteration 8Q: 3 clusters Score -577041.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -577085.875000 Penalty: 617.095215 Iteration 9Q: 3 clusters Score -577085.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -577126.062500 Penalty: 617.095215 Iteration 10Q: 3 clusters Score -577126.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -577162.375000 Penalty: 617.095215 Iteration 11Q: 3 clusters Score -577162.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -577198.250000 Penalty: 617.095215 Iteration 12Q: 3 clusters Score -577198.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -577235.062500 Penalty: 617.095215 Iteration 13Q: 3 clusters Score -577235.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -577286.625000 Penalty: 617.095215 Iteration 14Q: 3 clusters Score -577286.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -577341.812500 Penalty: 617.095215 Iteration 15Q: 3 clusters Score -577341.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -577403.250000 Penalty: 617.095215 Iteration 16Q: 3 clusters Score -577403.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -577484.812500 Penalty: 617.095215 Iteration 17Q: 3 clusters Score -577484.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -577589.062500 Penalty: 617.095215 Iteration 18Q: 3 clusters Score -577589.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -577747.500000 Penalty: 617.095215 Iteration 19Q: 3 clusters Score -577747.5 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -577991.562500 Penalty: 617.095215 Iteration 20F: 3 clusters Score -577991.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -578312.562500 Penalty: 617.095215 Iteration 21Q: 3 clusters Score -578312.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -578718.250000 Penalty: 617.095215 Iteration 22Q: 3 clusters Score -578718.2 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -579232.062500 Penalty: 617.095215 Iteration 23Q: 3 clusters Score -579232.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -579794.187500 Penalty: 617.095215 Iteration 24Q: 3 clusters Score -579794.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 9090 members Entering Unmasked Estep Score: -579986.937500 Penalty: 617.095215 Iteration 25Q: 3 clusters Score -579986.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -579995.250000 Penalty: 617.095215 Iteration 26Q: 3 clusters Score -579995.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -579993.812500 Penalty: 617.095215 Iteration 27Q: 3 clusters Score -579993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -579993.812500 Penalty: 617.095215 Iteration 28F: 3 clusters Score -579993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 9123 members Mstep: Class 10 contains 2512 members Mstep: Class 11 contains 3026 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 2609 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 3636 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Entering Unmasked Estep Score: -18673944.000000 Penalty: 37743.492188 Splitting cluster 2 changes total score from -18672812.000000 to -18673944.000000 So it's getting split into cluster 88. Entering ConstructFrom: Trying to split cluster 3 (4577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Entering Unmasked Estep Score: -189631.296875 Penalty: 278.150360 Iteration 0F: 2 clusters Score -189631.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -186619.359375 Penalty: 556.300720 Iteration 0F: 3 clusters Score -186619.4 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -188228.328125 Penalty: 556.300720 Iteration 1F: 3 clusters Score -188228.3 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -188400.984375 Penalty: 556.300720 Iteration 2F: 3 clusters Score -188401 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -188495.296875 Penalty: 556.300720 Iteration 3Q: 3 clusters Score -188495.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -188553.265625 Penalty: 556.300720 Iteration 4Q: 3 clusters Score -188553.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -188596.734375 Penalty: 556.300720 Iteration 5Q: 3 clusters Score -188596.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -188629.640625 Penalty: 556.300720 Iteration 6Q: 3 clusters Score -188629.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -188663.890625 Penalty: 556.300720 Iteration 7Q: 3 clusters Score -188663.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -188693.921875 Penalty: 556.300720 Iteration 8Q: 3 clusters Score -188693.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -188726.281250 Penalty: 556.300720 Iteration 9Q: 3 clusters Score -188726.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -188756.250000 Penalty: 556.300720 Iteration 10Q: 3 clusters Score -188756.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -188780.953125 Penalty: 556.300720 Iteration 11Q: 3 clusters Score -188781 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -188801.531250 Penalty: 556.300720 Iteration 12Q: 3 clusters Score -188801.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -188813.312500 Penalty: 556.300720 Iteration 13Q: 3 clusters Score -188813.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -188827.046875 Penalty: 556.300720 Iteration 14Q: 3 clusters Score -188827 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -188838.500000 Penalty: 556.300720 Iteration 15Q: 3 clusters Score -188838.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -188847.312500 Penalty: 556.300720 Iteration 16Q: 3 clusters Score -188847.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -188858.078125 Penalty: 556.300720 Iteration 17Q: 3 clusters Score -188858.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -188863.921875 Penalty: 556.300720 Iteration 18Q: 3 clusters Score -188863.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -188870.750000 Penalty: 556.300720 Iteration 19Q: 3 clusters Score -188870.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -188878.125000 Penalty: 556.300720 Iteration 20F: 3 clusters Score -188878.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -188887.625000 Penalty: 556.300720 Iteration 21Q: 3 clusters Score -188887.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -188900.234375 Penalty: 556.300720 Iteration 22Q: 3 clusters Score -188900.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -188915.609375 Penalty: 556.300720 Iteration 23Q: 3 clusters Score -188915.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -188931.921875 Penalty: 556.300720 Iteration 24Q: 3 clusters Score -188931.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -188951.734375 Penalty: 556.300720 Iteration 25Q: 3 clusters Score -188951.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -188968.843750 Penalty: 556.300720 Iteration 26Q: 3 clusters Score -188968.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -188983.671875 Penalty: 556.300720 Iteration 27Q: 3 clusters Score -188983.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -188996.828125 Penalty: 556.300720 Iteration 28Q: 3 clusters Score -188996.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -189018.140625 Penalty: 556.300720 Iteration 29Q: 3 clusters Score -189018.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -189035.093750 Penalty: 556.300720 Iteration 30Q: 3 clusters Score -189035.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -189047.546875 Penalty: 556.300720 Iteration 31Q: 3 clusters Score -189047.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -189055.734375 Penalty: 556.300720 Iteration 32Q: 3 clusters Score -189055.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -189061.796875 Penalty: 556.300720 Iteration 33Q: 3 clusters Score -189061.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -189066.750000 Penalty: 556.300720 Iteration 34Q: 3 clusters Score -189066.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -189069.781250 Penalty: 556.300720 Iteration 35Q: 3 clusters Score -189069.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -189072.750000 Penalty: 556.300720 Iteration 36Q: 3 clusters Score -189072.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -189075.593750 Penalty: 556.300720 Iteration 37Q: 3 clusters Score -189075.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -189077.265625 Penalty: 556.300720 Iteration 38Q: 3 clusters Score -189077.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -189077.968750 Penalty: 556.300720 Iteration 39Q: 3 clusters Score -189078 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -189078.703125 Penalty: 556.300720 Iteration 40F: 3 clusters Score -189078.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -189079.359375 Penalty: 556.300720 Iteration 41Q: 3 clusters Score -189079.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -189080.375000 Penalty: 556.300720 Iteration 42Q: 3 clusters Score -189080.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -189080.468750 Penalty: 556.300720 Iteration 43Q: 3 clusters Score -189080.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -189081.187500 Penalty: 556.300720 Iteration 44Q: 3 clusters Score -189081.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -189081.421875 Penalty: 556.300720 Iteration 45Q: 3 clusters Score -189081.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -189081.796875 Penalty: 556.300720 Iteration 46Q: 3 clusters Score -189081.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -189081.843750 Penalty: 556.300720 Iteration 47Q: 3 clusters Score -189081.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -189082.187500 Penalty: 556.300720 Iteration 48Q: 3 clusters Score -189082.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -189082.390625 Penalty: 556.300720 Iteration 49Q: 3 clusters Score -189082.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -189082.187500 Penalty: 556.300720 Iteration 50Q: 3 clusters Score -189082.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -189082.171875 Penalty: 556.300720 Iteration 51Q: 3 clusters Score -189082.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -189082.500000 Penalty: 556.300720 Iteration 52Q: 3 clusters Score -189082.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -189083.031250 Penalty: 556.300720 Iteration 53Q: 3 clusters Score -189083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -189082.812500 Penalty: 556.300720 Iteration 54Q: 3 clusters Score -189082.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -189082.687500 Penalty: 556.300720 Iteration 55Q: 3 clusters Score -189082.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -189082.781250 Penalty: 556.300720 Iteration 56Q: 3 clusters Score -189082.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -189082.796875 Penalty: 556.300720 Iteration 57Q: 3 clusters Score -189082.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -189082.875000 Penalty: 556.300720 Iteration 58Q: 3 clusters Score -189082.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -189082.875000 Penalty: 556.300720 Iteration 59F: 3 clusters Score -189082.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (31635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31635 members Entering Unmasked Estep Score: -1491153.625000 Penalty: 341.946655 Iteration 0F: 2 clusters Score -1491154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15868 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -1469919.375000 Penalty: 683.893311 Iteration 0F: 3 clusters Score -1469919 nChanged 15340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -1479961.500000 Penalty: 683.893311 Iteration 1F: 3 clusters Score -1479962 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -1481471.750000 Penalty: 683.893311 Iteration 2F: 3 clusters Score -1481472 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15499 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -1483476.875000 Penalty: 683.893311 Iteration 3F: 3 clusters Score -1483477 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15356 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -1485476.625000 Penalty: 683.893311 Iteration 4F: 3 clusters Score -1485477 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15337 members Mstep: Class 2 contains 16298 members Entering Unmasked Estep Score: -1487139.500000 Penalty: 683.893311 Iteration 5F: 3 clusters Score -1487140 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 16267 members Entering Unmasked Estep Score: -1488098.000000 Penalty: 683.893311 Iteration 6F: 3 clusters Score -1488098 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -1488536.625000 Penalty: 683.893311 Iteration 7Q: 3 clusters Score -1488537 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 16278 members Entering Unmasked Estep Score: -1488740.375000 Penalty: 683.893311 Iteration 8Q: 3 clusters Score -1488740 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15338 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -1488879.875000 Penalty: 683.893311 Iteration 9Q: 3 clusters Score -1488880 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15310 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -1488981.625000 Penalty: 683.893311 Iteration 10Q: 3 clusters Score -1488982 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15320 members Mstep: Class 2 contains 16315 members Entering Unmasked Estep Score: -1489041.000000 Penalty: 683.893311 Iteration 11Q: 3 clusters Score -1489041 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15321 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -1489075.750000 Penalty: 683.893311 Iteration 12Q: 3 clusters Score -1489076 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -1489103.000000 Penalty: 683.893311 Iteration 13Q: 3 clusters Score -1489103 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -1489118.750000 Penalty: 683.893311 Iteration 14Q: 3 clusters Score -1489119 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -1489136.750000 Penalty: 683.893311 Iteration 15Q: 3 clusters Score -1489137 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -1489150.750000 Penalty: 683.893311 Iteration 16Q: 3 clusters Score -1489151 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 16206 members Entering Unmasked Estep Score: -1489155.375000 Penalty: 683.893311 Iteration 17Q: 3 clusters Score -1489155 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15460 members Mstep: Class 2 contains 16175 members Entering Unmasked Estep Score: -1489156.000000 Penalty: 683.893311 Iteration 18Q: 3 clusters Score -1489156 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15505 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -1489163.750000 Penalty: 683.893311 Iteration 19Q: 3 clusters Score -1489164 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -1489167.000000 Penalty: 683.893311 Iteration 20F: 3 clusters Score -1489167 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 16034 members Entering Unmasked Estep Score: -1489173.500000 Penalty: 683.893311 Iteration 21Q: 3 clusters Score -1489174 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -1489181.875000 Penalty: 683.893311 Iteration 22Q: 3 clusters Score -1489182 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 15934 members Entering Unmasked Estep Score: -1489184.125000 Penalty: 683.893311 Iteration 23Q: 3 clusters Score -1489184 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15744 members Mstep: Class 2 contains 15891 members Entering Unmasked Estep Score: -1489184.625000 Penalty: 683.893311 Iteration 24Q: 3 clusters Score -1489185 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15795 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -1489184.375000 Penalty: 683.893311 Iteration 25Q: 3 clusters Score -1489184 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15843 members Mstep: Class 2 contains 15792 members Entering Unmasked Estep Score: -1489182.500000 Penalty: 683.893311 Iteration 26Q: 3 clusters Score -1489182 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -1489186.125000 Penalty: 683.893311 Iteration 27Q: 3 clusters Score -1489186 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15940 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -1489190.750000 Penalty: 683.893311 Iteration 28Q: 3 clusters Score -1489191 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 15653 members Entering Unmasked Estep Score: -1489192.125000 Penalty: 683.893311 Iteration 29Q: 3 clusters Score -1489192 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -1489192.375000 Penalty: 683.893311 Iteration 30Q: 3 clusters Score -1489192 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 15578 members Entering Unmasked Estep Score: -1489196.750000 Penalty: 683.893311 Iteration 31Q: 3 clusters Score -1489197 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 15537 members Entering Unmasked Estep Score: -1489203.625000 Penalty: 683.893311 Iteration 32Q: 3 clusters Score -1489204 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16143 members Mstep: Class 2 contains 15492 members Entering Unmasked Estep Score: -1489205.000000 Penalty: 683.893311 Iteration 33Q: 3 clusters Score -1489205 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 15461 members Entering Unmasked Estep Score: -1489201.875000 Penalty: 683.893311 Iteration 34Q: 3 clusters Score -1489202 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -1489201.375000 Penalty: 683.893311 Iteration 35Q: 3 clusters Score -1489201 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16209 members Mstep: Class 2 contains 15426 members Entering Unmasked Estep Score: -1489208.250000 Penalty: 683.893311 Iteration 36Q: 3 clusters Score -1489208 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 15413 members Entering Unmasked Estep Score: -1489209.750000 Penalty: 683.893311 Iteration 37Q: 3 clusters Score -1489210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 15398 members Entering Unmasked Estep Score: -1489205.125000 Penalty: 683.893311 Iteration 38Q: 3 clusters Score -1489205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16246 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -1489204.750000 Penalty: 683.893311 Iteration 39Q: 3 clusters Score -1489205 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 15379 members Entering Unmasked Estep Score: -1489205.875000 Penalty: 683.893311 Iteration 40F: 3 clusters Score -1489206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16268 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -1489204.625000 Penalty: 683.893311 Iteration 41Q: 3 clusters Score -1489205 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16281 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -1489205.500000 Penalty: 683.893311 Iteration 42Q: 3 clusters Score -1489206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -1489206.000000 Penalty: 683.893311 Iteration 43Q: 3 clusters Score -1489206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -1489206.875000 Penalty: 683.893311 Iteration 44Q: 3 clusters Score -1489207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 15339 members Entering Unmasked Estep Score: -1489207.875000 Penalty: 683.893311 Iteration 45Q: 3 clusters Score -1489208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16301 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -1489208.875000 Penalty: 683.893311 Iteration 46Q: 3 clusters Score -1489209 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16310 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -1489209.000000 Penalty: 683.893311 Iteration 47Q: 3 clusters Score -1489209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16324 members Mstep: Class 2 contains 15311 members Entering Unmasked Estep Score: -1489206.375000 Penalty: 683.893311 Iteration 48Q: 3 clusters Score -1489206 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16341 members Mstep: Class 2 contains 15294 members Entering Unmasked Estep Score: -1489206.125000 Penalty: 683.893311 Iteration 49Q: 3 clusters Score -1489206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -1489205.750000 Penalty: 683.893311 Iteration 50Q: 3 clusters Score -1489206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16363 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -1489209.500000 Penalty: 683.893311 Iteration 51Q: 3 clusters Score -1489210 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -1489211.875000 Penalty: 683.893311 Iteration 52Q: 3 clusters Score -1489212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -1489210.625000 Penalty: 683.893311 Iteration 53Q: 3 clusters Score -1489211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -1489210.750000 Penalty: 683.893311 Iteration 54Q: 3 clusters Score -1489211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -1489209.125000 Penalty: 683.893311 Iteration 55Q: 3 clusters Score -1489209 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16410 members Mstep: Class 2 contains 15225 members Entering Unmasked Estep Score: -1489211.125000 Penalty: 683.893311 Iteration 56Q: 3 clusters Score -1489211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 15219 members Entering Unmasked Estep Score: -1489213.000000 Penalty: 683.893311 Iteration 57Q: 3 clusters Score -1489213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16419 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1489213.375000 Penalty: 683.893311 Iteration 58Q: 3 clusters Score -1489213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 15213 members Entering Unmasked Estep Score: -1489213.125000 Penalty: 683.893311 Iteration 59Q: 3 clusters Score -1489213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Mstep: Class 2 contains 15211 members Entering Unmasked Estep Score: -1489211.375000 Penalty: 683.893311 Iteration 60F: 3 clusters Score -1489211 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Entering Unmasked Estep Score: -242938.140625 Penalty: 279.678986 Iteration 0F: 2 clusters Score -242938.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -239765.671875 Penalty: 559.357971 Iteration 0F: 3 clusters Score -239765.7 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -241614.671875 Penalty: 559.357971 Iteration 1F: 3 clusters Score -241614.7 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -242263.015625 Penalty: 559.357971 Iteration 2F: 3 clusters Score -242263 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -242651.281250 Penalty: 559.357971 Iteration 3F: 3 clusters Score -242651.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -242821.703125 Penalty: 559.357971 Iteration 4F: 3 clusters Score -242821.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -242865.796875 Penalty: 559.357971 Iteration 5Q: 3 clusters Score -242865.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -242885.359375 Penalty: 559.357971 Iteration 6Q: 3 clusters Score -242885.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -242895.281250 Penalty: 559.357971 Iteration 7Q: 3 clusters Score -242895.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -242899.125000 Penalty: 559.357971 Iteration 8Q: 3 clusters Score -242899.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -242901.046875 Penalty: 559.357971 Iteration 9Q: 3 clusters Score -242901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -242901.468750 Penalty: 559.357971 Iteration 10Q: 3 clusters Score -242901.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -242902.031250 Penalty: 559.357971 Iteration 11Q: 3 clusters Score -242902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -242902.078125 Penalty: 559.357971 Iteration 12Q: 3 clusters Score -242902.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -242902.359375 Penalty: 559.357971 Iteration 13Q: 3 clusters Score -242902.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -242902.734375 Penalty: 559.357971 Iteration 14Q: 3 clusters Score -242902.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -242902.765625 Penalty: 559.357971 Iteration 15Q: 3 clusters Score -242902.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -242902.765625 Penalty: 559.357971 Iteration 16F: 3 clusters Score -242902.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Entering Unmasked Estep Score: -391047.843750 Penalty: 297.198608 Iteration 0F: 2 clusters Score -391047.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -385697.437500 Penalty: 594.397217 Iteration 0F: 3 clusters Score -385697.4 nChanged 3763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -388131.375000 Penalty: 594.397217 Iteration 1F: 3 clusters Score -388131.4 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -388505.406250 Penalty: 594.397217 Iteration 2F: 3 clusters Score -388505.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -388907.250000 Penalty: 594.397217 Iteration 3F: 3 clusters Score -388907.2 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -389340.281250 Penalty: 594.397217 Iteration 4F: 3 clusters Score -389340.3 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -389709.062500 Penalty: 594.397217 Iteration 5F: 3 clusters Score -389709.1 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -390018.187500 Penalty: 594.397217 Iteration 6F: 3 clusters Score -390018.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -390210.125000 Penalty: 594.397217 Iteration 7Q: 3 clusters Score -390210.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -390335.062500 Penalty: 594.397217 Iteration 8Q: 3 clusters Score -390335.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -390402.687500 Penalty: 594.397217 Iteration 9Q: 3 clusters Score -390402.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -390439.343750 Penalty: 594.397217 Iteration 10Q: 3 clusters Score -390439.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -390465.250000 Penalty: 594.397217 Iteration 11Q: 3 clusters Score -390465.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -390494.187500 Penalty: 594.397217 Iteration 12Q: 3 clusters Score -390494.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -390523.562500 Penalty: 594.397217 Iteration 13Q: 3 clusters Score -390523.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -390547.406250 Penalty: 594.397217 Iteration 14Q: 3 clusters Score -390547.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -390569.312500 Penalty: 594.397217 Iteration 15Q: 3 clusters Score -390569.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -390592.781250 Penalty: 594.397217 Iteration 16Q: 3 clusters Score -390592.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -390613.531250 Penalty: 594.397217 Iteration 17Q: 3 clusters Score -390613.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -390628.937500 Penalty: 594.397217 Iteration 18Q: 3 clusters Score -390628.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -390652.968750 Penalty: 594.397217 Iteration 19Q: 3 clusters Score -390653 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -390667.718750 Penalty: 594.397217 Iteration 20F: 3 clusters Score -390667.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -390677.562500 Penalty: 594.397217 Iteration 21Q: 3 clusters Score -390677.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -390687.562500 Penalty: 594.397217 Iteration 22Q: 3 clusters Score -390687.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -390697.531250 Penalty: 594.397217 Iteration 23Q: 3 clusters Score -390697.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -390705.187500 Penalty: 594.397217 Iteration 24Q: 3 clusters Score -390705.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -390710.750000 Penalty: 594.397217 Iteration 25Q: 3 clusters Score -390710.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -390716.562500 Penalty: 594.397217 Iteration 26Q: 3 clusters Score -390716.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -390722.906250 Penalty: 594.397217 Iteration 27Q: 3 clusters Score -390722.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -390729.156250 Penalty: 594.397217 Iteration 28Q: 3 clusters Score -390729.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -390729.843750 Penalty: 594.397217 Iteration 29Q: 3 clusters Score -390729.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -390730.625000 Penalty: 594.397217 Iteration 30Q: 3 clusters Score -390730.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -390730.968750 Penalty: 594.397217 Iteration 31Q: 3 clusters Score -390731 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -390733.093750 Penalty: 594.397217 Iteration 32Q: 3 clusters Score -390733.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -390733.468750 Penalty: 594.397217 Iteration 33Q: 3 clusters Score -390733.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -390734.531250 Penalty: 594.397217 Iteration 34Q: 3 clusters Score -390734.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -390734.156250 Penalty: 594.397217 Iteration 35Q: 3 clusters Score -390734.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -390735.593750 Penalty: 594.397217 Iteration 36Q: 3 clusters Score -390735.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -390737.250000 Penalty: 594.397217 Iteration 37Q: 3 clusters Score -390737.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -390737.906250 Penalty: 594.397217 Iteration 38Q: 3 clusters Score -390737.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -390737.781250 Penalty: 594.397217 Iteration 39Q: 3 clusters Score -390737.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -390738.343750 Penalty: 594.397217 Iteration 40F: 3 clusters Score -390738.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -390740.218750 Penalty: 594.397217 Iteration 41Q: 3 clusters Score -390740.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -390739.968750 Penalty: 594.397217 Iteration 42Q: 3 clusters Score -390740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -390740.937500 Penalty: 594.397217 Iteration 43Q: 3 clusters Score -390740.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -390742.156250 Penalty: 594.397217 Iteration 44Q: 3 clusters Score -390742.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -390742.250000 Penalty: 594.397217 Iteration 45Q: 3 clusters Score -390742.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -390744.406250 Penalty: 594.397217 Iteration 46Q: 3 clusters Score -390744.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -390744.281250 Penalty: 594.397217 Iteration 47Q: 3 clusters Score -390744.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -390744.625000 Penalty: 594.397217 Iteration 48Q: 3 clusters Score -390744.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -390745.218750 Penalty: 594.397217 Iteration 49Q: 3 clusters Score -390745.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -390745.843750 Penalty: 594.397217 Iteration 50Q: 3 clusters Score -390745.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -390746.031250 Penalty: 594.397217 Iteration 51Q: 3 clusters Score -390746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -390746.937500 Penalty: 594.397217 Iteration 52Q: 3 clusters Score -390746.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -390746.875000 Penalty: 594.397217 Iteration 53Q: 3 clusters Score -390746.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -390746.031250 Penalty: 594.397217 Iteration 54Q: 3 clusters Score -390746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -390747.468750 Penalty: 594.397217 Iteration 55Q: 3 clusters Score -390747.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -390746.906250 Penalty: 594.397217 Iteration 56Q: 3 clusters Score -390746.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -390746.625000 Penalty: 594.397217 Iteration 57Q: 3 clusters Score -390746.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -390746.625000 Penalty: 594.397217 Iteration 58F: 3 clusters Score -390746.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Entering Unmasked Estep Score: -150958.640625 Penalty: 267.900818 Iteration 0F: 2 clusters Score -150958.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -148731.031250 Penalty: 535.801636 Iteration 0F: 3 clusters Score -148731 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -149633.468750 Penalty: 535.801636 Iteration 1F: 3 clusters Score -149633.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -149783.140625 Penalty: 535.801636 Iteration 2F: 3 clusters Score -149783.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -149952.656250 Penalty: 535.801636 Iteration 3F: 3 clusters Score -149952.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -150136.078125 Penalty: 535.801636 Iteration 4F: 3 clusters Score -150136.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -150292.984375 Penalty: 535.801636 Iteration 5F: 3 clusters Score -150293 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -150404.765625 Penalty: 535.801636 Iteration 6Q: 3 clusters Score -150404.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -150489.062500 Penalty: 535.801636 Iteration 7Q: 3 clusters Score -150489.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -150558.859375 Penalty: 535.801636 Iteration 8Q: 3 clusters Score -150558.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -150603.609375 Penalty: 535.801636 Iteration 9Q: 3 clusters Score -150603.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -150639.187500 Penalty: 535.801636 Iteration 10Q: 3 clusters Score -150639.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -150662.625000 Penalty: 535.801636 Iteration 11Q: 3 clusters Score -150662.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -150676.312500 Penalty: 535.801636 Iteration 12Q: 3 clusters Score -150676.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -150694.046875 Penalty: 535.801636 Iteration 13Q: 3 clusters Score -150694 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -150705.656250 Penalty: 535.801636 Iteration 14Q: 3 clusters Score -150705.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -150713.906250 Penalty: 535.801636 Iteration 15Q: 3 clusters Score -150713.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -150717.250000 Penalty: 535.801636 Iteration 16Q: 3 clusters Score -150717.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -150720.281250 Penalty: 535.801636 Iteration 17Q: 3 clusters Score -150720.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -150724.234375 Penalty: 535.801636 Iteration 18Q: 3 clusters Score -150724.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -150724.890625 Penalty: 535.801636 Iteration 19Q: 3 clusters Score -150724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -150725.250000 Penalty: 535.801636 Iteration 20F: 3 clusters Score -150725.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Entering Unmasked Estep Score: -23667.214844 Penalty: 209.463837 Iteration 0F: 2 clusters Score -23667.21 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 273 members Entering Unmasked Estep Score: -23183.722656 Penalty: 418.927673 Iteration 0F: 3 clusters Score -23183.72 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -23363.669922 Penalty: 418.927673 Iteration 1F: 3 clusters Score -23363.67 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -23404.646484 Penalty: 418.927673 Iteration 2F: 3 clusters Score -23404.65 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -23446.689453 Penalty: 418.927673 Iteration 3F: 3 clusters Score -23446.69 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -23467.173828 Penalty: 418.927673 Iteration 4Q: 3 clusters Score -23467.17 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -23487.000000 Penalty: 418.927673 Iteration 5Q: 3 clusters Score -23487 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -23496.109375 Penalty: 418.927673 Iteration 6Q: 3 clusters Score -23496.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23506.320312 Penalty: 418.927673 Iteration 7Q: 3 clusters Score -23506.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -23517.210938 Penalty: 418.927673 Iteration 8Q: 3 clusters Score -23517.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -23528.861328 Penalty: 418.927673 Iteration 9Q: 3 clusters Score -23528.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -23540.488281 Penalty: 418.927673 Iteration 10Q: 3 clusters Score -23540.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -23542.490234 Penalty: 418.927673 Iteration 11Q: 3 clusters Score -23542.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -23544.750000 Penalty: 418.927673 Iteration 12Q: 3 clusters Score -23544.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -23546.869141 Penalty: 418.927673 Iteration 13Q: 3 clusters Score -23546.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -23547.904297 Penalty: 418.927673 Iteration 14Q: 3 clusters Score -23547.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -23548.498047 Penalty: 418.927673 Iteration 15Q: 3 clusters Score -23548.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -23548.816406 Penalty: 418.927673 Iteration 16Q: 3 clusters Score -23548.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -23548.816406 Penalty: 418.927673 Iteration 17F: 3 clusters Score -23548.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Entering Unmasked Estep Score: -432457.843750 Penalty: 300.912292 Iteration 0F: 2 clusters Score -432457.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -426443.437500 Penalty: 601.824585 Iteration 0F: 3 clusters Score -426443.4 nChanged 4255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -429215.468750 Penalty: 601.824585 Iteration 1F: 3 clusters Score -429215.5 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -429805.187500 Penalty: 601.824585 Iteration 2F: 3 clusters Score -429805.2 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -430378.187500 Penalty: 601.824585 Iteration 3F: 3 clusters Score -430378.2 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -430971.031250 Penalty: 601.824585 Iteration 4F: 3 clusters Score -430971 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -431429.750000 Penalty: 601.824585 Iteration 5F: 3 clusters Score -431429.8 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -431745.968750 Penalty: 601.824585 Iteration 6Q: 3 clusters Score -431746 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -431936.875000 Penalty: 601.824585 Iteration 7Q: 3 clusters Score -431936.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -432072.812500 Penalty: 601.824585 Iteration 8Q: 3 clusters Score -432072.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -432148.250000 Penalty: 601.824585 Iteration 9Q: 3 clusters Score -432148.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -432195.687500 Penalty: 601.824585 Iteration 10Q: 3 clusters Score -432195.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -432232.312500 Penalty: 601.824585 Iteration 11Q: 3 clusters Score -432232.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -432252.156250 Penalty: 601.824585 Iteration 12Q: 3 clusters Score -432252.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -432269.562500 Penalty: 601.824585 Iteration 13Q: 3 clusters Score -432269.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -432286.750000 Penalty: 601.824585 Iteration 14Q: 3 clusters Score -432286.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -432302.343750 Penalty: 601.824585 Iteration 15Q: 3 clusters Score -432302.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -432314.437500 Penalty: 601.824585 Iteration 16Q: 3 clusters Score -432314.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -432320.531250 Penalty: 601.824585 Iteration 17Q: 3 clusters Score -432320.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -432326.125000 Penalty: 601.824585 Iteration 18Q: 3 clusters Score -432326.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -432330.187500 Penalty: 601.824585 Iteration 19Q: 3 clusters Score -432330.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -432333.281250 Penalty: 601.824585 Iteration 20F: 3 clusters Score -432333.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -432338.375000 Penalty: 601.824585 Iteration 21Q: 3 clusters Score -432338.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -432347.187500 Penalty: 601.824585 Iteration 22Q: 3 clusters Score -432347.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -432354.937500 Penalty: 601.824585 Iteration 23Q: 3 clusters Score -432354.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -432362.906250 Penalty: 601.824585 Iteration 24Q: 3 clusters Score -432362.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -432372.312500 Penalty: 601.824585 Iteration 25Q: 3 clusters Score -432372.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -432385.468750 Penalty: 601.824585 Iteration 26Q: 3 clusters Score -432385.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -432402.281250 Penalty: 601.824585 Iteration 27Q: 3 clusters Score -432402.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -432413.281250 Penalty: 601.824585 Iteration 28Q: 3 clusters Score -432413.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -432421.125000 Penalty: 601.824585 Iteration 29Q: 3 clusters Score -432421.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -432428.812500 Penalty: 601.824585 Iteration 30Q: 3 clusters Score -432428.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -432440.875000 Penalty: 601.824585 Iteration 31Q: 3 clusters Score -432440.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -432452.812500 Penalty: 601.824585 Iteration 32Q: 3 clusters Score -432452.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -432460.593750 Penalty: 601.824585 Iteration 33Q: 3 clusters Score -432460.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -432470.000000 Penalty: 601.824585 Iteration 34Q: 3 clusters Score -432470 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -432477.406250 Penalty: 601.824585 Iteration 35Q: 3 clusters Score -432477.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -432482.437500 Penalty: 601.824585 Iteration 36Q: 3 clusters Score -432482.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -432490.875000 Penalty: 601.824585 Iteration 37Q: 3 clusters Score -432490.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -432497.437500 Penalty: 601.824585 Iteration 38Q: 3 clusters Score -432497.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -432499.968750 Penalty: 601.824585 Iteration 39Q: 3 clusters Score -432500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -432501.625000 Penalty: 601.824585 Iteration 40F: 3 clusters Score -432501.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -432505.437500 Penalty: 601.824585 Iteration 41Q: 3 clusters Score -432505.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -432507.906250 Penalty: 601.824585 Iteration 42Q: 3 clusters Score -432507.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -432510.312500 Penalty: 601.824585 Iteration 43Q: 3 clusters Score -432510.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -432511.500000 Penalty: 601.824585 Iteration 44Q: 3 clusters Score -432511.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -432510.812500 Penalty: 601.824585 Iteration 45Q: 3 clusters Score -432510.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -432510.687500 Penalty: 601.824585 Iteration 46Q: 3 clusters Score -432510.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -432511.687500 Penalty: 601.824585 Iteration 47Q: 3 clusters Score -432511.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -432514.000000 Penalty: 601.824585 Iteration 48Q: 3 clusters Score -432514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -432514.500000 Penalty: 601.824585 Iteration 49Q: 3 clusters Score -432514.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -432515.250000 Penalty: 601.824585 Iteration 50Q: 3 clusters Score -432515.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -432515.875000 Penalty: 601.824585 Iteration 51Q: 3 clusters Score -432515.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -432516.625000 Penalty: 601.824585 Iteration 52Q: 3 clusters Score -432516.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -432516.437500 Penalty: 601.824585 Iteration 53Q: 3 clusters Score -432516.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -432517.593750 Penalty: 601.824585 Iteration 54Q: 3 clusters Score -432517.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -432517.906250 Penalty: 601.824585 Iteration 55Q: 3 clusters Score -432517.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -432518.531250 Penalty: 601.824585 Iteration 56Q: 3 clusters Score -432518.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -432518.562500 Penalty: 601.824585 Iteration 57Q: 3 clusters Score -432518.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -432520.125000 Penalty: 601.824585 Iteration 58Q: 3 clusters Score -432520.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -432520.406250 Penalty: 601.824585 Iteration 59Q: 3 clusters Score -432520.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -432520.312500 Penalty: 601.824585 Iteration 60F: 3 clusters Score -432520.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -432520.906250 Penalty: 601.824585 Iteration 61Q: 3 clusters Score -432520.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -432519.937500 Penalty: 601.824585 Iteration 62Q: 3 clusters Score -432519.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -432519.375000 Penalty: 601.824585 Iteration 63Q: 3 clusters Score -432519.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -432520.406250 Penalty: 601.824585 Iteration 64Q: 3 clusters Score -432520.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 8685 members Entering Unmasked Estep Score: -432520.406250 Penalty: 601.824585 Iteration 65Q: 3 clusters Score -432520.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -432521.281250 Penalty: 601.824585 Iteration 66Q: 3 clusters Score -432521.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -432521.875000 Penalty: 601.824585 Iteration 67Q: 3 clusters Score -432521.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -432522.593750 Penalty: 601.824585 Iteration 68Q: 3 clusters Score -432522.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -432523.437500 Penalty: 601.824585 Iteration 69Q: 3 clusters Score -432523.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -432526.406250 Penalty: 601.824585 Iteration 70Q: 3 clusters Score -432526.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -432526.562500 Penalty: 601.824585 Iteration 71Q: 3 clusters Score -432526.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -432526.656250 Penalty: 601.824585 Iteration 72Q: 3 clusters Score -432526.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -432526.687500 Penalty: 601.824585 Iteration 73Q: 3 clusters Score -432526.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -432526.812500 Penalty: 601.824585 Iteration 74Q: 3 clusters Score -432526.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -432526.812500 Penalty: 601.824585 Iteration 75F: 3 clusters Score -432526.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 2512 members Mstep: Class 11 contains 3026 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 2609 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 3636 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Entering Unmasked Estep Score: -18673916.000000 Penalty: 38172.394531 Splitting cluster 9 changes total score from -18672812.000000 to -18673916.000000 So it's getting split into cluster 89. Entering ConstructFrom: Trying to split cluster 10 (2512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Entering Unmasked Estep Score: -105250.703125 Penalty: 258.351532 Iteration 0F: 2 clusters Score -105250.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -103586.718750 Penalty: 516.703064 Iteration 0F: 3 clusters Score -103586.7 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -104425.046875 Penalty: 516.703064 Iteration 1F: 3 clusters Score -104425 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -104602.718750 Penalty: 516.703064 Iteration 2F: 3 clusters Score -104602.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -104738.515625 Penalty: 516.703064 Iteration 3F: 3 clusters Score -104738.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -104830.585938 Penalty: 516.703064 Iteration 4Q: 3 clusters Score -104830.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -104900.640625 Penalty: 516.703064 Iteration 5Q: 3 clusters Score -104900.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -104963.859375 Penalty: 516.703064 Iteration 6Q: 3 clusters Score -104963.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -105031.242188 Penalty: 516.703064 Iteration 7Q: 3 clusters Score -105031.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -105098.226562 Penalty: 516.703064 Iteration 8Q: 3 clusters Score -105098.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -105164.898438 Penalty: 516.703064 Iteration 9Q: 3 clusters Score -105164.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -105214.843750 Penalty: 516.703064 Iteration 10Q: 3 clusters Score -105214.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -105252.273438 Penalty: 516.703064 Iteration 11Q: 3 clusters Score -105252.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -105288.296875 Penalty: 516.703064 Iteration 12Q: 3 clusters Score -105288.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -105329.460938 Penalty: 516.703064 Iteration 13Q: 3 clusters Score -105329.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -105358.773438 Penalty: 516.703064 Iteration 14Q: 3 clusters Score -105358.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -105390.765625 Penalty: 516.703064 Iteration 15Q: 3 clusters Score -105390.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -105419.539062 Penalty: 516.703064 Iteration 16Q: 3 clusters Score -105419.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -105442.226562 Penalty: 516.703064 Iteration 17Q: 3 clusters Score -105442.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -105452.632812 Penalty: 516.703064 Iteration 18Q: 3 clusters Score -105452.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -105458.015625 Penalty: 516.703064 Iteration 19Q: 3 clusters Score -105458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -105460.335938 Penalty: 516.703064 Iteration 20F: 3 clusters Score -105460.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -105461.390625 Penalty: 516.703064 Iteration 21Q: 3 clusters Score -105461.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -105461.835938 Penalty: 516.703064 Iteration 22Q: 3 clusters Score -105461.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -105462.453125 Penalty: 516.703064 Iteration 23Q: 3 clusters Score -105462.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -105462.585938 Penalty: 516.703064 Iteration 24Q: 3 clusters Score -105462.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -105462.585938 Penalty: 516.703064 Iteration 25F: 3 clusters Score -105462.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 3026 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 2609 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 3636 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Entering Unmasked Estep Score: -18673918.000000 Penalty: 38601.296875 Splitting cluster 10 changes total score from -18672812.000000 to -18673918.000000 So it's getting split into cluster 90. Entering ConstructFrom: Trying to split cluster 11 (3026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Entering Unmasked Estep Score: -152946.156250 Penalty: 264.494873 Iteration 0F: 2 clusters Score -152946.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -150910.718750 Penalty: 528.989746 Iteration 0F: 3 clusters Score -150910.7 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -151723.484375 Penalty: 528.989746 Iteration 1F: 3 clusters Score -151723.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -151877.062500 Penalty: 528.989746 Iteration 2F: 3 clusters Score -151877.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -152063.843750 Penalty: 528.989746 Iteration 3F: 3 clusters Score -152063.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -152287.718750 Penalty: 528.989746 Iteration 4F: 3 clusters Score -152287.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -152451.015625 Penalty: 528.989746 Iteration 5F: 3 clusters Score -152451 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -152559.921875 Penalty: 528.989746 Iteration 6Q: 3 clusters Score -152559.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -152640.531250 Penalty: 528.989746 Iteration 7Q: 3 clusters Score -152640.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -152702.546875 Penalty: 528.989746 Iteration 8Q: 3 clusters Score -152702.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -152767.046875 Penalty: 528.989746 Iteration 9Q: 3 clusters Score -152767 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -152830.812500 Penalty: 528.989746 Iteration 10Q: 3 clusters Score -152830.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -152889.078125 Penalty: 528.989746 Iteration 11Q: 3 clusters Score -152889.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -152958.609375 Penalty: 528.989746 Iteration 12Q: 3 clusters Score -152958.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -153025.515625 Penalty: 528.989746 Iteration 13Q: 3 clusters Score -153025.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -153064.000000 Penalty: 528.989746 Iteration 14Q: 3 clusters Score -153064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -153064.593750 Penalty: 528.989746 Iteration 15Q: 3 clusters Score -153064.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -153064.593750 Penalty: 528.989746 Iteration 16F: 3 clusters Score -153064.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 2609 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 3636 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Entering Unmasked Estep Score: -18673866.000000 Penalty: 39030.203125 Splitting cluster 11 changes total score from -18672812.000000 to -18673866.000000 So it's getting split into cluster 91. Entering ConstructFrom: Trying to split cluster 12 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -12131.016602 Penalty: 193.405945 Iteration 0F: 2 clusters Score -12131.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11798.614258 Penalty: 386.811890 Iteration 0F: 3 clusters Score -11798.61 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11877.405273 Penalty: 386.811890 Iteration 1F: 3 clusters Score -11877.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -11915.093750 Penalty: 386.811890 Iteration 2F: 3 clusters Score -11915.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11940.216797 Penalty: 386.811890 Iteration 3F: 3 clusters Score -11940.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -11955.687500 Penalty: 386.811890 Iteration 4Q: 3 clusters Score -11955.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11962.721680 Penalty: 386.811890 Iteration 5Q: 3 clusters Score -11962.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11964.428711 Penalty: 386.811890 Iteration 6Q: 3 clusters Score -11964.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11969.166992 Penalty: 386.811890 Iteration 7Q: 3 clusters Score -11969.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -11974.108398 Penalty: 386.811890 Iteration 8Q: 3 clusters Score -11974.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -11977.277344 Penalty: 386.811890 Iteration 9Q: 3 clusters Score -11977.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11978.108398 Penalty: 386.811890 Iteration 10Q: 3 clusters Score -11978.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -11978.231445 Penalty: 386.811890 Iteration 11Q: 3 clusters Score -11978.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -11978.231445 Penalty: 386.811890 Iteration 12F: 3 clusters Score -11978.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -2474.940918 Penalty: 154.814484 Iteration 0F: 2 clusters Score -2474.941 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2320.302246 Penalty: 309.628967 Iteration 0F: 3 clusters Score -2320.302 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2406.755615 Penalty: 309.628967 Iteration 1F: 3 clusters Score -2406.756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -2424.058350 Penalty: 309.628967 Iteration 2F: 3 clusters Score -2424.058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -2428.373535 Penalty: 309.628967 Iteration 3Q: 3 clusters Score -2428.374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -2435.869385 Penalty: 309.628967 Iteration 4Q: 3 clusters Score -2435.869 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -2436.646240 Penalty: 309.628967 Iteration 5Q: 3 clusters Score -2436.646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -2436.646240 Penalty: 309.628967 Iteration 6F: 3 clusters Score -2436.646 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Entering Unmasked Estep Score: -256046.312500 Penalty: 284.080353 Iteration 0F: 2 clusters Score -256046.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -252394.390625 Penalty: 568.160706 Iteration 0F: 3 clusters Score -252394.4 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -253881.281250 Penalty: 568.160706 Iteration 1F: 3 clusters Score -253881.3 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -254108.734375 Penalty: 568.160706 Iteration 2F: 3 clusters Score -254108.7 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -254388.765625 Penalty: 568.160706 Iteration 3F: 3 clusters Score -254388.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -254751.953125 Penalty: 568.160706 Iteration 4F: 3 clusters Score -254752 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -255161.031250 Penalty: 568.160706 Iteration 5F: 3 clusters Score -255161 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -255505.515625 Penalty: 568.160706 Iteration 6F: 3 clusters Score -255505.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -255656.984375 Penalty: 568.160706 Iteration 7Q: 3 clusters Score -255657 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -255723.281250 Penalty: 568.160706 Iteration 8Q: 3 clusters Score -255723.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -255747.906250 Penalty: 568.160706 Iteration 9Q: 3 clusters Score -255747.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -255764.828125 Penalty: 568.160706 Iteration 10Q: 3 clusters Score -255764.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -255778.125000 Penalty: 568.160706 Iteration 11Q: 3 clusters Score -255778.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -255789.484375 Penalty: 568.160706 Iteration 12Q: 3 clusters Score -255789.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -255796.375000 Penalty: 568.160706 Iteration 13Q: 3 clusters Score -255796.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -255810.812500 Penalty: 568.160706 Iteration 14Q: 3 clusters Score -255810.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -255816.234375 Penalty: 568.160706 Iteration 15Q: 3 clusters Score -255816.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -255820.453125 Penalty: 568.160706 Iteration 16Q: 3 clusters Score -255820.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -255822.265625 Penalty: 568.160706 Iteration 17Q: 3 clusters Score -255822.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -255822.265625 Penalty: 568.160706 Iteration 18F: 3 clusters Score -255822.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (22357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22357 members Entering Unmasked Estep Score: -1022187.062500 Penalty: 330.491516 Iteration 0F: 2 clusters Score -1022187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -1007218.250000 Penalty: 660.983032 Iteration 0F: 3 clusters Score -1007218 nChanged 10682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 11079 members Entering Unmasked Estep Score: -1013662.562500 Penalty: 660.983032 Iteration 1F: 3 clusters Score -1013663 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -1014253.750000 Penalty: 660.983032 Iteration 2F: 3 clusters Score -1014254 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -1014993.312500 Penalty: 660.983032 Iteration 3F: 3 clusters Score -1014993 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12006 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -1015828.437500 Penalty: 660.983032 Iteration 4F: 3 clusters Score -1015828 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -1016822.500000 Penalty: 660.983032 Iteration 5F: 3 clusters Score -1016822 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -1017939.312500 Penalty: 660.983032 Iteration 6F: 3 clusters Score -1017939 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -1019099.500000 Penalty: 660.983032 Iteration 7F: 3 clusters Score -1019100 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14368 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -1020056.875000 Penalty: 660.983032 Iteration 8F: 3 clusters Score -1020057 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -1020567.437500 Penalty: 660.983032 Iteration 9Q: 3 clusters Score -1020567 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14494 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1020708.062500 Penalty: 660.983032 Iteration 10Q: 3 clusters Score -1020708 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1020751.250000 Penalty: 660.983032 Iteration 11Q: 3 clusters Score -1020751 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14559 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -1020780.062500 Penalty: 660.983032 Iteration 12Q: 3 clusters Score -1020780 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -1020795.250000 Penalty: 660.983032 Iteration 13Q: 3 clusters Score -1020795 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14659 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1020804.312500 Penalty: 660.983032 Iteration 14Q: 3 clusters Score -1020804 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14718 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1020820.562500 Penalty: 660.983032 Iteration 15Q: 3 clusters Score -1020821 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1020838.500000 Penalty: 660.983032 Iteration 16Q: 3 clusters Score -1020838 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14858 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1020846.937500 Penalty: 660.983032 Iteration 17Q: 3 clusters Score -1020847 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1020858.062500 Penalty: 660.983032 Iteration 18Q: 3 clusters Score -1020858 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -1020928.562500 Penalty: 660.983032 Iteration 27Q: 3 clusters Score -1020929 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -1020934.437500 Penalty: 660.983032 Iteration 28Q: 3 clusters Score -1020934 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15647 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1020943.062500 Penalty: 660.983032 Iteration 29Q: 3 clusters Score -1020943 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15723 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1020955.812500 Penalty: 660.983032 Iteration 30Q: 3 clusters Score -1020956 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -1020968.875000 Penalty: 660.983032 Iteration 31Q: 3 clusters Score -1020969 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -1020978.187500 Penalty: 660.983032 Iteration 32Q: 3 clusters Score -1020978 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15937 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1020985.062500 Penalty: 660.983032 Iteration 33Q: 3 clusters Score -1020985 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1020988.687500 Penalty: 660.983032 Iteration 34Q: 3 clusters Score -1020989 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16051 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1020997.250000 Penalty: 660.983032 Iteration 35Q: 3 clusters Score -1020997 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -1021003.437500 Penalty: 660.983032 Iteration 36Q: 3 clusters Score -1021003 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16197 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1021013.937500 Penalty: 660.983032 Iteration 37Q: 3 clusters Score -1021014 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16269 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -1021019.625000 Penalty: 660.983032 Iteration 38Q: 3 clusters Score -1021020 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1021034.312500 Penalty: 660.983032 Iteration 39Q: 3 clusters Score -1021034 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16447 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1021049.625000 Penalty: 660.983032 Iteration 40F: 3 clusters Score -1021050 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1021056.187500 Penalty: 660.983032 Iteration 41Q: 3 clusters Score -1021056 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16623 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1021069.875000 Penalty: 660.983032 Iteration 42Q: 3 clusters Score -1021070 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16717 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1021083.937500 Penalty: 660.983032 Iteration 43Q: 3 clusters Score -1021084 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16807 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1021096.812500 Penalty: 660.983032 Iteration 44Q: 3 clusters Score -1021097 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16899 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1021112.312500 Penalty: 660.983032 Iteration 45Q: 3 clusters Score -1021112 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1021125.312500 Penalty: 660.983032 Iteration 46Q: 3 clusters Score -1021125 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1021139.000000 Penalty: 660.983032 Iteration 47Q: 3 clusters Score -1021139 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1021156.937500 Penalty: 660.983032 Iteration 48Q: 3 clusters Score -1021157 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1021170.750000 Penalty: 660.983032 Iteration 49Q: 3 clusters Score -1021171 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17434 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1021196.125000 Penalty: 660.983032 Iteration 50Q: 3 clusters Score -1021196 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1021218.187500 Penalty: 660.983032 Iteration 51Q: 3 clusters Score -1021218 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17694 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1021248.312500 Penalty: 660.983032 Iteration 52Q: 3 clusters Score -1021248 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1021272.812500 Penalty: 660.983032 Iteration 53Q: 3 clusters Score -1021273 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1021296.500000 Penalty: 660.983032 Iteration 54Q: 3 clusters Score -1021296 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1021317.750000 Penalty: 660.983032 Iteration 55Q: 3 clusters Score -1021318 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18136 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1021328.437500 Penalty: 660.983032 Iteration 56Q: 3 clusters Score -1021328 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18213 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1021336.812500 Penalty: 660.983032 Iteration 57Q: 3 clusters Score -1021337 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18286 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1021342.375000 Penalty: 660.983032 Iteration 58Q: 3 clusters Score -1021342 nChanged 65 Entering Unmasked 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Iteration 74Q: 3 clusters Score -1021635 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19888 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1021652.687500 Penalty: 660.983032 Iteration 75Q: 3 clusters Score -1021653 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19972 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1021667.937500 Penalty: 660.983032 Iteration 76Q: 3 clusters Score -1021668 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1021685.000000 Penalty: 660.983032 Iteration 77Q: 3 clusters Score -1021685 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20141 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1021706.125000 Penalty: 660.983032 Iteration 78Q: 3 clusters Score -1021706 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20225 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1021719.937500 Penalty: 660.983032 Iteration 79Q: 3 clusters Score -1021720 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1021735.812500 Penalty: 660.983032 Iteration 80F: 3 clusters Score -1021736 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1021746.375000 Penalty: 660.983032 Iteration 81Q: 3 clusters Score -1021746 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20425 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: 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Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1021871.812500 Penalty: 660.983032 Iteration 102Q: 3 clusters Score -1021872 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1021874.937500 Penalty: 660.983032 Iteration 103Q: 3 clusters Score -1021875 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21132 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1021881.000000 Penalty: 660.983032 Iteration 104Q: 3 clusters Score -1021881 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1021886.000000 Penalty: 660.983032 Iteration 105Q: 3 clusters Score -1021886 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21179 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1021890.250000 Penalty: 660.983032 Iteration 106Q: 3 clusters Score -1021890 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1021891.500000 Penalty: 660.983032 Iteration 107Q: 3 clusters Score -1021892 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21229 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1021897.250000 Penalty: 660.983032 Iteration 108Q: 3 clusters Score -1021897 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21257 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1021897.187500 Penalty: 660.983032 Iteration 109Q: 3 clusters Score -1021897 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21280 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1021903.625000 Penalty: 660.983032 Iteration 110Q: 3 clusters Score -1021904 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21301 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1021906.000000 Penalty: 660.983032 Iteration 111Q: 3 clusters Score -1021906 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1021912.312500 Penalty: 660.983032 Iteration 112Q: 3 clusters Score -1021912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1021917.375000 Penalty: 660.983032 Iteration 113Q: 3 clusters Score -1021917 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21369 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1021919.812500 Penalty: 660.983032 Iteration 114Q: 3 clusters Score -1021920 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21395 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1021924.750000 Penalty: 660.983032 Iteration 115Q: 3 clusters Score -1021925 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21419 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1021926.687500 Penalty: 660.983032 Iteration 116Q: 3 clusters Score -1021927 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21437 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1021931.062500 Penalty: 660.983032 Iteration 117Q: 3 clusters Score -1021931 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21450 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1021931.562500 Penalty: 660.983032 Iteration 118Q: 3 clusters Score -1021932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21465 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1021933.687500 Penalty: 660.983032 Iteration 119Q: 3 clusters Score -1021934 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21478 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1021937.312500 Penalty: 660.983032 Iteration 120F: 3 clusters Score -1021937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21489 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1021935.125000 Penalty: 660.983032 Iteration 121Q: 3 clusters Score -1021935 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21499 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1021937.437500 Penalty: 660.983032 Iteration 122Q: 3 clusters Score -1021937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21504 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1021937.937500 Penalty: 660.983032 Iteration 123Q: 3 clusters Score -1021938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1021938.625000 Penalty: 660.983032 Iteration 124Q: 3 clusters Score -1021939 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21514 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1021938.500000 Penalty: 660.983032 Iteration 125Q: 3 clusters Score -1021938 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21516 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1021938.000000 Penalty: 660.983032 Iteration 126Q: 3 clusters Score -1021938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21517 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1021938.187500 Penalty: 660.983032 Iteration 127Q: 3 clusters Score -1021938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21518 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1021937.187500 Penalty: 660.983032 Iteration 128Q: 3 clusters Score -1021937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1021937.750000 Penalty: 660.983032 Iteration 129Q: 3 clusters Score -1021938 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1021937.750000 Penalty: 660.983032 Iteration 130F: 3 clusters Score -1021938 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (14312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Entering Unmasked Estep Score: -605874.750000 Penalty: 315.772156 Iteration 0F: 2 clusters Score -605874.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -596324.750000 Penalty: 631.544312 Iteration 0F: 3 clusters Score -596324.8 nChanged 6880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -600478.875000 Penalty: 631.544312 Iteration 1F: 3 clusters Score -600478.9 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -601088.812500 Penalty: 631.544312 Iteration 2F: 3 clusters Score -601088.8 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -601868.250000 Penalty: 631.544312 Iteration 3F: 3 clusters Score -601868.2 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -602639.250000 Penalty: 631.544312 Iteration 4F: 3 clusters Score -602639.2 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -603219.500000 Penalty: 631.544312 Iteration 5F: 3 clusters Score -603219.5 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -603688.187500 Penalty: 631.544312 Iteration 6F: 3 clusters Score -603688.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -604079.812500 Penalty: 631.544312 Iteration 7Q: 3 clusters Score -604079.8 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13118 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -604458.062500 Penalty: 631.544312 Iteration 8Q: 3 clusters Score -604458.1 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -604842.250000 Penalty: 631.544312 Iteration 9Q: 3 clusters Score -604842.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13891 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -605188.875000 Penalty: 631.544312 Iteration 10Q: 3 clusters Score -605188.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -605420.125000 Penalty: 631.544312 Iteration 11Q: 3 clusters Score -605420.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14196 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -605511.562500 Penalty: 631.544312 Iteration 12Q: 3 clusters Score -605511.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14227 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -605546.812500 Penalty: 631.544312 Iteration 13Q: 3 clusters Score -605546.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -605568.812500 Penalty: 631.544312 Iteration 14Q: 3 clusters Score -605568.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -605582.125000 Penalty: 631.544312 Iteration 15Q: 3 clusters Score -605582.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -605586.500000 Penalty: 631.544312 Iteration 16Q: 3 clusters Score -605586.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -605591.187500 Penalty: 631.544312 Iteration 17Q: 3 clusters Score -605591.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -605598.625000 Penalty: 631.544312 Iteration 18Q: 3 clusters Score -605598.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -605598.250000 Penalty: 631.544312 Iteration 19Q: 3 clusters Score -605598.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -605598.250000 Penalty: 631.544312 Iteration 20F: 3 clusters Score -605598.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -14781.475586 Penalty: 186.182938 Iteration 0F: 2 clusters Score -14781.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14492.427734 Penalty: 372.365875 Iteration 0F: 3 clusters Score -14492.43 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -14558.847656 Penalty: 372.365875 Iteration 1F: 3 clusters Score -14558.85 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -14583.622070 Penalty: 372.365875 Iteration 2F: 3 clusters Score -14583.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14603.776367 Penalty: 372.365875 Iteration 3Q: 3 clusters Score -14603.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14611.166016 Penalty: 372.365875 Iteration 4Q: 3 clusters Score -14611.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -14620.466797 Penalty: 372.365875 Iteration 5Q: 3 clusters Score -14620.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14627.357422 Penalty: 372.365875 Iteration 6Q: 3 clusters Score -14627.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -14629.022461 Penalty: 372.365875 Iteration 7Q: 3 clusters Score -14629.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14629.740234 Penalty: 372.365875 Iteration 8Q: 3 clusters Score -14629.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14629.740234 Penalty: 372.365875 Iteration 9F: 3 clusters Score -14629.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Entering Unmasked Estep Score: -186759.062500 Penalty: 275.171967 Iteration 0F: 2 clusters Score -186759.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -183944.812500 Penalty: 550.343933 Iteration 0F: 3 clusters Score -183944.8 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -185171.031250 Penalty: 550.343933 Iteration 1F: 3 clusters Score -185171 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -185383.000000 Penalty: 550.343933 Iteration 2F: 3 clusters Score -185383 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -185633.328125 Penalty: 550.343933 Iteration 3F: 3 clusters Score -185633.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -185865.250000 Penalty: 550.343933 Iteration 4F: 3 clusters Score -185865.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -186073.296875 Penalty: 550.343933 Iteration 5F: 3 clusters Score -186073.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -186258.140625 Penalty: 550.343933 Iteration 6Q: 3 clusters Score -186258.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -186397.156250 Penalty: 550.343933 Iteration 7Q: 3 clusters Score -186397.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -186466.765625 Penalty: 550.343933 Iteration 8Q: 3 clusters Score -186466.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -186503.593750 Penalty: 550.343933 Iteration 9Q: 3 clusters Score -186503.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -186525.468750 Penalty: 550.343933 Iteration 10Q: 3 clusters Score -186525.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -186538.781250 Penalty: 550.343933 Iteration 11Q: 3 clusters Score -186538.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -186551.609375 Penalty: 550.343933 Iteration 12Q: 3 clusters Score -186551.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -186558.265625 Penalty: 550.343933 Iteration 13Q: 3 clusters Score -186558.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -186563.281250 Penalty: 550.343933 Iteration 14Q: 3 clusters Score -186563.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -186568.015625 Penalty: 550.343933 Iteration 15Q: 3 clusters Score -186568 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -186576.562500 Penalty: 550.343933 Iteration 16Q: 3 clusters Score -186576.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -186582.765625 Penalty: 550.343933 Iteration 17Q: 3 clusters Score -186582.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -186587.265625 Penalty: 550.343933 Iteration 18Q: 3 clusters Score -186587.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -186589.484375 Penalty: 550.343933 Iteration 19Q: 3 clusters Score -186589.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -186590.296875 Penalty: 550.343933 Iteration 20F: 3 clusters Score -186590.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -186590.156250 Penalty: 550.343933 Iteration 21Q: 3 clusters Score -186590.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -186590.953125 Penalty: 550.343933 Iteration 22Q: 3 clusters Score -186591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -186590.875000 Penalty: 550.343933 Iteration 23Q: 3 clusters Score -186590.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -186590.875000 Penalty: 550.343933 Iteration 24F: 3 clusters Score -186590.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Entering Unmasked Estep Score: -108134.234375 Penalty: 259.601837 Iteration 0F: 2 clusters Score -108134.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -106396.695312 Penalty: 519.203674 Iteration 0F: 3 clusters Score -106396.7 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -107107.617188 Penalty: 519.203674 Iteration 1F: 3 clusters Score -107107.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -107206.453125 Penalty: 519.203674 Iteration 2F: 3 clusters Score -107206.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -107282.039062 Penalty: 519.203674 Iteration 3Q: 3 clusters Score -107282 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -107369.710938 Penalty: 519.203674 Iteration 4Q: 3 clusters Score -107369.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -107478.546875 Penalty: 519.203674 Iteration 5F: 3 clusters Score -107478.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -107573.507812 Penalty: 519.203674 Iteration 6Q: 3 clusters Score -107573.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -107684.906250 Penalty: 519.203674 Iteration 7F: 3 clusters Score -107684.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -107787.757812 Penalty: 519.203674 Iteration 8Q: 3 clusters Score -107787.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -107896.820312 Penalty: 519.203674 Iteration 9Q: 3 clusters Score -107896.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -108041.468750 Penalty: 519.203674 Iteration 10Q: 3 clusters Score -108041.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -108262.742188 Penalty: 519.203674 Iteration 11Q: 3 clusters Score -108262.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -108512.578125 Penalty: 519.203674 Iteration 12Q: 3 clusters Score -108512.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -108579.898438 Penalty: 519.203674 Iteration 13Q: 3 clusters Score -108579.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -108615.625000 Penalty: 519.203674 Iteration 14Q: 3 clusters Score -108615.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -108656.359375 Penalty: 519.203674 Iteration 15Q: 3 clusters Score -108656.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -108701.234375 Penalty: 519.203674 Iteration 16Q: 3 clusters Score -108701.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -108749.562500 Penalty: 519.203674 Iteration 17Q: 3 clusters Score -108749.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -108810.281250 Penalty: 519.203674 Iteration 18Q: 3 clusters Score -108810.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -108866.664062 Penalty: 519.203674 Iteration 19Q: 3 clusters Score -108866.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -108898.437500 Penalty: 519.203674 Iteration 20F: 3 clusters Score -108898.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -108934.882812 Penalty: 519.203674 Iteration 21Q: 3 clusters Score -108934.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -108975.804688 Penalty: 519.203674 Iteration 22Q: 3 clusters Score -108975.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -109011.140625 Penalty: 519.203674 Iteration 23Q: 3 clusters Score -109011.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -109022.359375 Penalty: 519.203674 Iteration 24Q: 3 clusters Score -109022.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -109022.796875 Penalty: 519.203674 Iteration 25Q: 3 clusters Score -109022.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -109023.093750 Penalty: 519.203674 Iteration 26Q: 3 clusters Score -109023.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -109023.093750 Penalty: 519.203674 Iteration 27F: 3 clusters Score -109023.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 3636 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Entering Unmasked Estep Score: -18674590.000000 Penalty: 39459.105469 Splitting cluster 19 changes total score from -18672812.000000 to -18674590.000000 So it's getting split into cluster 92. Entering ConstructFrom: Trying to split cluster 20 (6564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Entering Unmasked Estep Score: -270502.750000 Penalty: 290.048737 Iteration 0F: 2 clusters Score -270502.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -266072.218750 Penalty: 580.097473 Iteration 0F: 3 clusters Score -266072.2 nChanged 3076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -267775.968750 Penalty: 580.097473 Iteration 1F: 3 clusters Score -267776 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -267973.812500 Penalty: 580.097473 Iteration 2F: 3 clusters Score -267973.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -268130.968750 Penalty: 580.097473 Iteration 3F: 3 clusters Score -268131 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -268282.312500 Penalty: 580.097473 Iteration 4F: 3 clusters Score -268282.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -268471.093750 Penalty: 580.097473 Iteration 5F: 3 clusters Score -268471.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -268668.375000 Penalty: 580.097473 Iteration 6F: 3 clusters Score -268668.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -268850.968750 Penalty: 580.097473 Iteration 7Q: 3 clusters Score -268851 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -269052.531250 Penalty: 580.097473 Iteration 8Q: 3 clusters Score -269052.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -269255.343750 Penalty: 580.097473 Iteration 9Q: 3 clusters Score -269255.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -269398.406250 Penalty: 580.097473 Iteration 10Q: 3 clusters Score -269398.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -269493.843750 Penalty: 580.097473 Iteration 11Q: 3 clusters Score -269493.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -269576.250000 Penalty: 580.097473 Iteration 12Q: 3 clusters Score -269576.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -269664.906250 Penalty: 580.097473 Iteration 13Q: 3 clusters Score -269664.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -269745.156250 Penalty: 580.097473 Iteration 14Q: 3 clusters Score -269745.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -269800.500000 Penalty: 580.097473 Iteration 15Q: 3 clusters Score -269800.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -269853.218750 Penalty: 580.097473 Iteration 16Q: 3 clusters Score -269853.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -269907.906250 Penalty: 580.097473 Iteration 17Q: 3 clusters Score -269907.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -269954.718750 Penalty: 580.097473 Iteration 18Q: 3 clusters Score -269954.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -270008.250000 Penalty: 580.097473 Iteration 19Q: 3 clusters Score -270008.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -270076.593750 Penalty: 580.097473 Iteration 20F: 3 clusters Score -270076.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -270120.968750 Penalty: 580.097473 Iteration 21Q: 3 clusters Score -270121 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -270158.156250 Penalty: 580.097473 Iteration 22Q: 3 clusters Score -270158.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -270193.218750 Penalty: 580.097473 Iteration 23Q: 3 clusters Score -270193.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -270217.750000 Penalty: 580.097473 Iteration 24Q: 3 clusters Score -270217.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -270235.156250 Penalty: 580.097473 Iteration 25Q: 3 clusters Score -270235.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -270246.062500 Penalty: 580.097473 Iteration 26Q: 3 clusters Score -270246.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -270255.812500 Penalty: 580.097473 Iteration 27Q: 3 clusters Score -270255.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -270268.687500 Penalty: 580.097473 Iteration 28Q: 3 clusters Score -270268.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -270275.593750 Penalty: 580.097473 Iteration 29Q: 3 clusters Score -270275.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -270278.718750 Penalty: 580.097473 Iteration 30Q: 3 clusters Score -270278.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -270279.625000 Penalty: 580.097473 Iteration 31Q: 3 clusters Score -270279.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -270280.906250 Penalty: 580.097473 Iteration 32Q: 3 clusters Score -270280.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -270281.062500 Penalty: 580.097473 Iteration 33Q: 3 clusters Score -270281.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -270281.093750 Penalty: 580.097473 Iteration 34Q: 3 clusters Score -270281.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -270281.531250 Penalty: 580.097473 Iteration 35Q: 3 clusters Score -270281.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -270282.531250 Penalty: 580.097473 Iteration 36Q: 3 clusters Score -270282.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -270283.187500 Penalty: 580.097473 Iteration 37Q: 3 clusters Score -270283.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -270284.625000 Penalty: 580.097473 Iteration 38Q: 3 clusters Score -270284.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -270285.875000 Penalty: 580.097473 Iteration 39Q: 3 clusters Score -270285.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -270287.062500 Penalty: 580.097473 Iteration 40F: 3 clusters Score -270287.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Entering Unmasked Estep Score: -535523.750000 Penalty: 307.438568 Iteration 0F: 2 clusters Score -535523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -528209.437500 Penalty: 614.877136 Iteration 0F: 3 clusters Score -528209.4 nChanged 5206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -531550.437500 Penalty: 614.877136 Iteration 1F: 3 clusters Score -531550.4 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -532141.750000 Penalty: 614.877136 Iteration 2F: 3 clusters Score -532141.8 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -532760.125000 Penalty: 614.877136 Iteration 3F: 3 clusters Score -532760.1 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -533252.000000 Penalty: 614.877136 Iteration 4F: 3 clusters Score -533252 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -533671.750000 Penalty: 614.877136 Iteration 5F: 3 clusters Score -533671.8 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -533991.312500 Penalty: 614.877136 Iteration 6Q: 3 clusters Score -533991.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -534162.375000 Penalty: 614.877136 Iteration 7Q: 3 clusters Score -534162.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -534272.500000 Penalty: 614.877136 Iteration 8Q: 3 clusters Score -534272.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -534341.375000 Penalty: 614.877136 Iteration 9Q: 3 clusters Score -534341.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -534397.187500 Penalty: 614.877136 Iteration 10Q: 3 clusters Score -534397.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -534446.437500 Penalty: 614.877136 Iteration 11Q: 3 clusters Score -534446.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -534482.250000 Penalty: 614.877136 Iteration 12Q: 3 clusters Score -534482.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -534510.375000 Penalty: 614.877136 Iteration 13Q: 3 clusters Score -534510.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -534536.500000 Penalty: 614.877136 Iteration 14Q: 3 clusters Score -534536.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -534557.562500 Penalty: 614.877136 Iteration 15Q: 3 clusters Score -534557.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -534584.250000 Penalty: 614.877136 Iteration 16Q: 3 clusters Score -534584.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -534604.312500 Penalty: 614.877136 Iteration 17Q: 3 clusters Score -534604.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -534621.875000 Penalty: 614.877136 Iteration 18Q: 3 clusters Score -534621.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -534639.187500 Penalty: 614.877136 Iteration 19Q: 3 clusters Score -534639.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -534657.812500 Penalty: 614.877136 Iteration 20F: 3 clusters Score -534657.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -534671.187500 Penalty: 614.877136 Iteration 21Q: 3 clusters Score -534671.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -534683.812500 Penalty: 614.877136 Iteration 22Q: 3 clusters Score -534683.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -534697.312500 Penalty: 614.877136 Iteration 23Q: 3 clusters Score -534697.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -534707.375000 Penalty: 614.877136 Iteration 24Q: 3 clusters Score -534707.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -534714.125000 Penalty: 614.877136 Iteration 25Q: 3 clusters Score -534714.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -534720.875000 Penalty: 614.877136 Iteration 26Q: 3 clusters Score -534720.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -534727.875000 Penalty: 614.877136 Iteration 27Q: 3 clusters Score -534727.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -534731.812500 Penalty: 614.877136 Iteration 28Q: 3 clusters Score -534731.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -534734.750000 Penalty: 614.877136 Iteration 29Q: 3 clusters Score -534734.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -534737.187500 Penalty: 614.877136 Iteration 30Q: 3 clusters Score -534737.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -534740.312500 Penalty: 614.877136 Iteration 31Q: 3 clusters Score -534740.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -534741.500000 Penalty: 614.877136 Iteration 32Q: 3 clusters Score -534741.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -534744.437500 Penalty: 614.877136 Iteration 33Q: 3 clusters Score -534744.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -534746.312500 Penalty: 614.877136 Iteration 34Q: 3 clusters Score -534746.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -534748.375000 Penalty: 614.877136 Iteration 35Q: 3 clusters Score -534748.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -534749.750000 Penalty: 614.877136 Iteration 36Q: 3 clusters Score -534749.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -534751.437500 Penalty: 614.877136 Iteration 37Q: 3 clusters Score -534751.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -534754.750000 Penalty: 614.877136 Iteration 38Q: 3 clusters Score -534754.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -534759.687500 Penalty: 614.877136 Iteration 39Q: 3 clusters Score -534759.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -534762.125000 Penalty: 614.877136 Iteration 40F: 3 clusters Score -534762.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -534768.812500 Penalty: 614.877136 Iteration 41Q: 3 clusters Score -534768.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -534770.312500 Penalty: 614.877136 Iteration 42Q: 3 clusters Score -534770.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -534777.937500 Penalty: 614.877136 Iteration 43Q: 3 clusters Score -534777.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -534781.625000 Penalty: 614.877136 Iteration 44Q: 3 clusters Score -534781.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -534786.500000 Penalty: 614.877136 Iteration 45Q: 3 clusters Score -534786.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -534791.687500 Penalty: 614.877136 Iteration 46Q: 3 clusters Score -534791.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -534795.875000 Penalty: 614.877136 Iteration 47Q: 3 clusters Score -534795.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -534802.125000 Penalty: 614.877136 Iteration 48Q: 3 clusters Score -534802.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -534807.500000 Penalty: 614.877136 Iteration 49Q: 3 clusters Score -534807.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -534809.000000 Penalty: 614.877136 Iteration 50Q: 3 clusters Score -534809 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -534811.937500 Penalty: 614.877136 Iteration 51Q: 3 clusters Score -534811.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -534814.437500 Penalty: 614.877136 Iteration 52Q: 3 clusters Score -534814.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -534817.000000 Penalty: 614.877136 Iteration 53Q: 3 clusters Score -534817 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -534818.375000 Penalty: 614.877136 Iteration 54Q: 3 clusters Score -534818.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -534822.312500 Penalty: 614.877136 Iteration 55Q: 3 clusters Score -534822.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -534825.000000 Penalty: 614.877136 Iteration 56Q: 3 clusters Score -534825 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -534831.062500 Penalty: 614.877136 Iteration 57Q: 3 clusters Score -534831.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -534840.000000 Penalty: 614.877136 Iteration 58Q: 3 clusters Score -534840 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -534848.187500 Penalty: 614.877136 Iteration 59Q: 3 clusters Score -534848.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -534856.187500 Penalty: 614.877136 Iteration 60F: 3 clusters Score -534856.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -534863.875000 Penalty: 614.877136 Iteration 61Q: 3 clusters Score -534863.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -534872.937500 Penalty: 614.877136 Iteration 62Q: 3 clusters Score -534872.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -534880.312500 Penalty: 614.877136 Iteration 63Q: 3 clusters Score -534880.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -534887.187500 Penalty: 614.877136 Iteration 64Q: 3 clusters Score -534887.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -534894.062500 Penalty: 614.877136 Iteration 65Q: 3 clusters Score -534894.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -534899.437500 Penalty: 614.877136 Iteration 66Q: 3 clusters Score -534899.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -534907.125000 Penalty: 614.877136 Iteration 67Q: 3 clusters Score -534907.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -534914.625000 Penalty: 614.877136 Iteration 68Q: 3 clusters Score -534914.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -534921.312500 Penalty: 614.877136 Iteration 69Q: 3 clusters Score -534921.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -534927.562500 Penalty: 614.877136 Iteration 70Q: 3 clusters Score -534927.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -534935.687500 Penalty: 614.877136 Iteration 71Q: 3 clusters Score -534935.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -534942.500000 Penalty: 614.877136 Iteration 72Q: 3 clusters Score -534942.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -534951.000000 Penalty: 614.877136 Iteration 73Q: 3 clusters Score -534951 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -534959.062500 Penalty: 614.877136 Iteration 74Q: 3 clusters Score -534959.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -534966.312500 Penalty: 614.877136 Iteration 75Q: 3 clusters Score -534966.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -534968.125000 Penalty: 614.877136 Iteration 76Q: 3 clusters Score -534968.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -534971.812500 Penalty: 614.877136 Iteration 77Q: 3 clusters Score -534971.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -534978.250000 Penalty: 614.877136 Iteration 78Q: 3 clusters Score -534978.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -534986.125000 Penalty: 614.877136 Iteration 79Q: 3 clusters Score -534986.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -534994.125000 Penalty: 614.877136 Iteration 80F: 3 clusters Score -534994.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -535003.625000 Penalty: 614.877136 Iteration 81Q: 3 clusters Score -535003.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -535010.500000 Penalty: 614.877136 Iteration 82Q: 3 clusters Score -535010.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -535019.437500 Penalty: 614.877136 Iteration 83Q: 3 clusters Score -535019.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -535024.625000 Penalty: 614.877136 Iteration 84Q: 3 clusters Score -535024.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -535033.187500 Penalty: 614.877136 Iteration 85Q: 3 clusters Score -535033.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -535039.062500 Penalty: 614.877136 Iteration 86Q: 3 clusters Score -535039.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -535042.875000 Penalty: 614.877136 Iteration 87Q: 3 clusters Score -535042.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -535050.375000 Penalty: 614.877136 Iteration 88Q: 3 clusters Score -535050.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -535058.687500 Penalty: 614.877136 Iteration 89Q: 3 clusters Score -535058.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -535065.437500 Penalty: 614.877136 Iteration 90Q: 3 clusters Score -535065.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -535073.562500 Penalty: 614.877136 Iteration 91Q: 3 clusters Score -535073.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -535081.625000 Penalty: 614.877136 Iteration 92Q: 3 clusters Score -535081.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -535092.312500 Penalty: 614.877136 Iteration 93Q: 3 clusters Score -535092.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -535102.687500 Penalty: 614.877136 Iteration 94Q: 3 clusters Score -535102.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -535112.000000 Penalty: 614.877136 Iteration 95Q: 3 clusters Score -535112 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -535117.000000 Penalty: 614.877136 Iteration 96Q: 3 clusters Score -535117 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -535122.000000 Penalty: 614.877136 Iteration 97Q: 3 clusters Score -535122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -535127.937500 Penalty: 614.877136 Iteration 98Q: 3 clusters Score -535127.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -535138.437500 Penalty: 614.877136 Iteration 99Q: 3 clusters Score -535138.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -535144.375000 Penalty: 614.877136 Iteration 100F: 3 clusters Score -535144.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -535152.000000 Penalty: 614.877136 Iteration 101Q: 3 clusters Score -535152 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -535159.187500 Penalty: 614.877136 Iteration 102Q: 3 clusters Score -535159.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -535164.750000 Penalty: 614.877136 Iteration 103Q: 3 clusters Score -535164.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -535171.000000 Penalty: 614.877136 Iteration 104Q: 3 clusters Score -535171 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -535177.812500 Penalty: 614.877136 Iteration 105Q: 3 clusters Score -535177.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -535184.125000 Penalty: 614.877136 Iteration 106Q: 3 clusters Score -535184.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -535190.000000 Penalty: 614.877136 Iteration 107Q: 3 clusters Score -535190 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -535195.875000 Penalty: 614.877136 Iteration 108Q: 3 clusters Score -535195.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -535201.125000 Penalty: 614.877136 Iteration 109Q: 3 clusters Score -535201.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -535208.000000 Penalty: 614.877136 Iteration 110Q: 3 clusters Score -535208 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -535214.562500 Penalty: 614.877136 Iteration 111Q: 3 clusters Score -535214.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -535218.437500 Penalty: 614.877136 Iteration 112Q: 3 clusters Score -535218.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -535222.937500 Penalty: 614.877136 Iteration 113Q: 3 clusters Score -535222.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -535229.187500 Penalty: 614.877136 Iteration 114Q: 3 clusters Score -535229.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -535234.062500 Penalty: 614.877136 Iteration 115Q: 3 clusters Score -535234.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -535241.437500 Penalty: 614.877136 Iteration 116Q: 3 clusters Score -535241.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -535243.875000 Penalty: 614.877136 Iteration 117Q: 3 clusters Score -535243.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -535245.750000 Penalty: 614.877136 Iteration 118Q: 3 clusters Score -535245.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10588 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -535246.687500 Penalty: 614.877136 Iteration 119Q: 3 clusters Score -535246.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -535248.312500 Penalty: 614.877136 Iteration 120F: 3 clusters Score -535248.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -535249.625000 Penalty: 614.877136 Iteration 121Q: 3 clusters Score -535249.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -535251.375000 Penalty: 614.877136 Iteration 122Q: 3 clusters Score -535251.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -535251.562500 Penalty: 614.877136 Iteration 123Q: 3 clusters Score -535251.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -535251.750000 Penalty: 614.877136 Iteration 124Q: 3 clusters Score -535251.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -535253.562500 Penalty: 614.877136 Iteration 125Q: 3 clusters Score -535253.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -535254.250000 Penalty: 614.877136 Iteration 126Q: 3 clusters Score -535254.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -535254.750000 Penalty: 614.877136 Iteration 127Q: 3 clusters Score -535254.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -535254.750000 Penalty: 614.877136 Iteration 128F: 3 clusters Score -535254.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Entering Unmasked Estep Score: -173838.015625 Penalty: 270.555115 Iteration 0F: 2 clusters Score -173838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -171351.140625 Penalty: 541.110229 Iteration 0F: 3 clusters Score -171351.1 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -172330.781250 Penalty: 541.110229 Iteration 1F: 3 clusters Score -172330.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -172556.328125 Penalty: 541.110229 Iteration 2F: 3 clusters Score -172556.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -172816.968750 Penalty: 541.110229 Iteration 3F: 3 clusters Score -172817 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -173094.875000 Penalty: 541.110229 Iteration 4F: 3 clusters Score -173094.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -173357.906250 Penalty: 541.110229 Iteration 5F: 3 clusters Score -173357.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -173573.765625 Penalty: 541.110229 Iteration 6F: 3 clusters Score -173573.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -173771.343750 Penalty: 541.110229 Iteration 7F: 3 clusters Score -173771.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -173983.015625 Penalty: 541.110229 Iteration 8Q: 3 clusters Score -173983 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -174227.453125 Penalty: 541.110229 Iteration 9Q: 3 clusters Score -174227.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -174397.359375 Penalty: 541.110229 Iteration 10Q: 3 clusters Score -174397.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -174481.437500 Penalty: 541.110229 Iteration 11Q: 3 clusters Score -174481.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -174521.796875 Penalty: 541.110229 Iteration 12Q: 3 clusters Score -174521.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -174529.390625 Penalty: 541.110229 Iteration 13Q: 3 clusters Score -174529.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -174531.343750 Penalty: 541.110229 Iteration 14Q: 3 clusters Score -174531.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -174533.453125 Penalty: 541.110229 Iteration 15Q: 3 clusters Score -174533.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -174533.812500 Penalty: 541.110229 Iteration 16Q: 3 clusters Score -174533.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -174533.812500 Penalty: 541.110229 Iteration 17F: 3 clusters Score -174533.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 3557 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Entering Unmasked Estep Score: -18675112.000000 Penalty: 39888.007812 Splitting cluster 22 changes total score from -18672812.000000 to -18675112.000000 So it's getting split into cluster 93. Entering ConstructFrom: Trying to split cluster 23 (11322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Entering Unmasked Estep Score: -527908.812500 Penalty: 308.038605 Iteration 0F: 2 clusters Score -527908.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -520419.312500 Penalty: 616.077209 Iteration 0F: 3 clusters Score -520419.3 nChanged 5370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -523479.968750 Penalty: 616.077209 Iteration 1F: 3 clusters Score -523480 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -523829.562500 Penalty: 616.077209 Iteration 2F: 3 clusters Score -523829.6 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -524320.562500 Penalty: 616.077209 Iteration 3F: 3 clusters Score -524320.6 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -524854.000000 Penalty: 616.077209 Iteration 4F: 3 clusters Score -524854 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -525405.062500 Penalty: 616.077209 Iteration 5F: 3 clusters Score -525405.1 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -525903.375000 Penalty: 616.077209 Iteration 6F: 3 clusters Score -525903.4 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -526220.312500 Penalty: 616.077209 Iteration 7Q: 3 clusters Score -526220.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -526359.875000 Penalty: 616.077209 Iteration 8Q: 3 clusters Score -526359.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -526455.937500 Penalty: 616.077209 Iteration 9Q: 3 clusters Score -526455.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -526527.875000 Penalty: 616.077209 Iteration 10Q: 3 clusters Score -526527.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -526588.500000 Penalty: 616.077209 Iteration 11Q: 3 clusters Score -526588.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -526661.187500 Penalty: 616.077209 Iteration 12Q: 3 clusters Score -526661.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -526746.562500 Penalty: 616.077209 Iteration 13Q: 3 clusters Score -526746.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -526820.625000 Penalty: 616.077209 Iteration 14Q: 3 clusters Score -526820.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -526891.875000 Penalty: 616.077209 Iteration 15Q: 3 clusters Score -526891.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -526974.187500 Penalty: 616.077209 Iteration 16Q: 3 clusters Score -526974.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -527078.062500 Penalty: 616.077209 Iteration 17Q: 3 clusters Score -527078.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -527175.125000 Penalty: 616.077209 Iteration 18Q: 3 clusters Score -527175.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -527255.937500 Penalty: 616.077209 Iteration 19Q: 3 clusters Score -527255.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -527347.937500 Penalty: 616.077209 Iteration 20F: 3 clusters Score -527347.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -527424.812500 Penalty: 616.077209 Iteration 21Q: 3 clusters Score -527424.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -527477.312500 Penalty: 616.077209 Iteration 22Q: 3 clusters Score -527477.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -527529.812500 Penalty: 616.077209 Iteration 23Q: 3 clusters Score -527529.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -527572.562500 Penalty: 616.077209 Iteration 24Q: 3 clusters Score -527572.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -527609.062500 Penalty: 616.077209 Iteration 25Q: 3 clusters Score -527609.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -527632.125000 Penalty: 616.077209 Iteration 26Q: 3 clusters Score -527632.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -527652.000000 Penalty: 616.077209 Iteration 27Q: 3 clusters Score -527652 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -527669.562500 Penalty: 616.077209 Iteration 28Q: 3 clusters Score -527669.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -527683.687500 Penalty: 616.077209 Iteration 29Q: 3 clusters Score -527683.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 9856 members Entering Unmasked Estep Score: -527690.562500 Penalty: 616.077209 Iteration 30Q: 3 clusters Score -527690.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -527698.250000 Penalty: 616.077209 Iteration 31Q: 3 clusters Score -527698.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -527706.250000 Penalty: 616.077209 Iteration 32Q: 3 clusters Score -527706.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -527711.625000 Penalty: 616.077209 Iteration 33Q: 3 clusters Score -527711.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -527715.625000 Penalty: 616.077209 Iteration 34Q: 3 clusters Score -527715.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -527718.625000 Penalty: 616.077209 Iteration 35Q: 3 clusters Score -527718.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -527721.375000 Penalty: 616.077209 Iteration 36Q: 3 clusters Score -527721.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -527724.937500 Penalty: 616.077209 Iteration 37Q: 3 clusters Score -527724.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -527729.750000 Penalty: 616.077209 Iteration 38Q: 3 clusters Score -527729.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -527734.312500 Penalty: 616.077209 Iteration 39Q: 3 clusters Score -527734.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -527737.937500 Penalty: 616.077209 Iteration 40F: 3 clusters Score -527737.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -527743.437500 Penalty: 616.077209 Iteration 41Q: 3 clusters Score -527743.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -527749.312500 Penalty: 616.077209 Iteration 42Q: 3 clusters Score -527749.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -527754.187500 Penalty: 616.077209 Iteration 43Q: 3 clusters Score -527754.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 10208 members Entering Unmasked Estep Score: -527758.187500 Penalty: 616.077209 Iteration 44Q: 3 clusters Score -527758.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -527760.375000 Penalty: 616.077209 Iteration 45Q: 3 clusters Score -527760.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -527762.000000 Penalty: 616.077209 Iteration 46Q: 3 clusters Score -527762 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -527764.437500 Penalty: 616.077209 Iteration 47Q: 3 clusters Score -527764.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -527765.375000 Penalty: 616.077209 Iteration 48Q: 3 clusters Score -527765.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -527768.625000 Penalty: 616.077209 Iteration 49Q: 3 clusters Score -527768.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -527771.812500 Penalty: 616.077209 Iteration 50Q: 3 clusters Score -527771.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -527777.062500 Penalty: 616.077209 Iteration 51Q: 3 clusters Score -527777.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -527780.000000 Penalty: 616.077209 Iteration 52Q: 3 clusters Score -527780 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -527783.187500 Penalty: 616.077209 Iteration 53Q: 3 clusters Score -527783.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -527786.812500 Penalty: 616.077209 Iteration 54Q: 3 clusters Score -527786.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -527791.000000 Penalty: 616.077209 Iteration 55Q: 3 clusters Score -527791 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -527794.500000 Penalty: 616.077209 Iteration 56Q: 3 clusters Score -527794.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -527798.375000 Penalty: 616.077209 Iteration 57Q: 3 clusters Score -527798.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -527799.625000 Penalty: 616.077209 Iteration 58Q: 3 clusters Score -527799.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 10437 members Entering Unmasked Estep Score: -527802.062500 Penalty: 616.077209 Iteration 59Q: 3 clusters Score -527802.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -527803.000000 Penalty: 616.077209 Iteration 60F: 3 clusters Score -527803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -527802.937500 Penalty: 616.077209 Iteration 61Q: 3 clusters Score -527802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -527803.625000 Penalty: 616.077209 Iteration 62Q: 3 clusters Score -527803.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -527803.375000 Penalty: 616.077209 Iteration 63Q: 3 clusters Score -527803.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -527803.437500 Penalty: 616.077209 Iteration 64Q: 3 clusters Score -527803.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -527804.500000 Penalty: 616.077209 Iteration 65Q: 3 clusters Score -527804.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -527805.250000 Penalty: 616.077209 Iteration 66Q: 3 clusters Score -527805.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -527805.875000 Penalty: 616.077209 Iteration 67Q: 3 clusters Score -527805.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -527805.625000 Penalty: 616.077209 Iteration 68Q: 3 clusters Score -527805.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -527807.000000 Penalty: 616.077209 Iteration 69Q: 3 clusters Score -527807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -527808.437500 Penalty: 616.077209 Iteration 70Q: 3 clusters Score -527808.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -527807.562500 Penalty: 616.077209 Iteration 71Q: 3 clusters Score -527807.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -527808.062500 Penalty: 616.077209 Iteration 72Q: 3 clusters Score -527808.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -527808.125000 Penalty: 616.077209 Iteration 73Q: 3 clusters Score -527808.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -527808.750000 Penalty: 616.077209 Iteration 74Q: 3 clusters Score -527808.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -527809.562500 Penalty: 616.077209 Iteration 75Q: 3 clusters Score -527809.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -527809.312500 Penalty: 616.077209 Iteration 76Q: 3 clusters Score -527809.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -527809.750000 Penalty: 616.077209 Iteration 77Q: 3 clusters Score -527809.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -527810.375000 Penalty: 616.077209 Iteration 78Q: 3 clusters Score -527810.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -527810.125000 Penalty: 616.077209 Iteration 79Q: 3 clusters Score -527810.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -527811.125000 Penalty: 616.077209 Iteration 80F: 3 clusters Score -527811.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -527811.250000 Penalty: 616.077209 Iteration 81Q: 3 clusters Score -527811.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -527811.250000 Penalty: 616.077209 Iteration 82F: 3 clusters Score -527811.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Entering Unmasked Estep Score: -162806.843750 Penalty: 269.830200 Iteration 0F: 2 clusters Score -162806.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -160422.890625 Penalty: 539.660400 Iteration 0F: 3 clusters Score -160422.9 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -161579.203125 Penalty: 539.660400 Iteration 1F: 3 clusters Score -161579.2 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -162058.140625 Penalty: 539.660400 Iteration 2F: 3 clusters Score -162058.1 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -162580.453125 Penalty: 539.660400 Iteration 3F: 3 clusters Score -162580.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -162874.625000 Penalty: 539.660400 Iteration 4F: 3 clusters Score -162874.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -163026.640625 Penalty: 539.660400 Iteration 5F: 3 clusters Score -163026.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -163132.093750 Penalty: 539.660400 Iteration 6Q: 3 clusters Score -163132.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -163218.296875 Penalty: 539.660400 Iteration 7Q: 3 clusters Score -163218.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -163261.953125 Penalty: 539.660400 Iteration 8Q: 3 clusters Score -163262 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -163287.140625 Penalty: 539.660400 Iteration 9Q: 3 clusters Score -163287.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -163297.421875 Penalty: 539.660400 Iteration 10Q: 3 clusters Score -163297.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -163305.093750 Penalty: 539.660400 Iteration 11Q: 3 clusters Score -163305.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -163308.328125 Penalty: 539.660400 Iteration 12Q: 3 clusters Score -163308.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -163309.484375 Penalty: 539.660400 Iteration 13Q: 3 clusters Score -163309.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -163311.062500 Penalty: 539.660400 Iteration 14Q: 3 clusters Score -163311.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -163312.234375 Penalty: 539.660400 Iteration 15Q: 3 clusters Score -163312.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -163312.937500 Penalty: 539.660400 Iteration 16Q: 3 clusters Score -163312.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -163313.187500 Penalty: 539.660400 Iteration 17Q: 3 clusters Score -163313.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -163313.968750 Penalty: 539.660400 Iteration 18Q: 3 clusters Score -163314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -163313.937500 Penalty: 539.660400 Iteration 19Q: 3 clusters Score -163313.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -163313.937500 Penalty: 539.660400 Iteration 20F: 3 clusters Score -163313.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1828 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Entering Unmasked Estep Score: -18675392.000000 Penalty: 40316.914062 Splitting cluster 24 changes total score from -18672812.000000 to -18675392.000000 So it's getting split into cluster 94. Entering ConstructFrom: Trying to split cluster 25 (3506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Entering Unmasked Estep Score: -168264.765625 Penalty: 269.353638 Iteration 0F: 2 clusters Score -168264.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -165926.015625 Penalty: 538.707275 Iteration 0F: 3 clusters Score -165926 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -166848.656250 Penalty: 538.707275 Iteration 1F: 3 clusters Score -166848.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -166973.484375 Penalty: 538.707275 Iteration 2F: 3 clusters Score -166973.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -167100.656250 Penalty: 538.707275 Iteration 3F: 3 clusters Score -167100.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -167232.828125 Penalty: 538.707275 Iteration 4F: 3 clusters Score -167232.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -167356.109375 Penalty: 538.707275 Iteration 5Q: 3 clusters Score -167356.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -167492.609375 Penalty: 538.707275 Iteration 6Q: 3 clusters Score -167492.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -167621.921875 Penalty: 538.707275 Iteration 7Q: 3 clusters Score -167621.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -167717.421875 Penalty: 538.707275 Iteration 8Q: 3 clusters Score -167717.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -167798.625000 Penalty: 538.707275 Iteration 9Q: 3 clusters Score -167798.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -167861.468750 Penalty: 538.707275 Iteration 10Q: 3 clusters Score -167861.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -167902.734375 Penalty: 538.707275 Iteration 11Q: 3 clusters Score -167902.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -167938.625000 Penalty: 538.707275 Iteration 12Q: 3 clusters Score -167938.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -167971.203125 Penalty: 538.707275 Iteration 13Q: 3 clusters Score -167971.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -167990.875000 Penalty: 538.707275 Iteration 14Q: 3 clusters Score -167990.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -168002.953125 Penalty: 538.707275 Iteration 15Q: 3 clusters Score -168003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -168017.046875 Penalty: 538.707275 Iteration 16Q: 3 clusters Score -168017 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -168024.359375 Penalty: 538.707275 Iteration 17Q: 3 clusters Score -168024.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -168026.890625 Penalty: 538.707275 Iteration 18Q: 3 clusters Score -168026.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -168029.140625 Penalty: 538.707275 Iteration 19Q: 3 clusters Score -168029.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -168029.828125 Penalty: 538.707275 Iteration 20F: 3 clusters Score -168029.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -168030.671875 Penalty: 538.707275 Iteration 21Q: 3 clusters Score -168030.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -168032.765625 Penalty: 538.707275 Iteration 22Q: 3 clusters Score -168032.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -168035.125000 Penalty: 538.707275 Iteration 23Q: 3 clusters Score -168035.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -168039.015625 Penalty: 538.707275 Iteration 24Q: 3 clusters Score -168039 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -168040.484375 Penalty: 538.707275 Iteration 25Q: 3 clusters Score -168040.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -168040.890625 Penalty: 538.707275 Iteration 26Q: 3 clusters Score -168040.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -168041.015625 Penalty: 538.707275 Iteration 27Q: 3 clusters Score -168041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -168041.015625 Penalty: 538.707275 Iteration 28F: 3 clusters Score -168041 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Entering Unmasked Estep Score: -326828.406250 Penalty: 290.582306 Iteration 0F: 2 clusters Score -326828.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -322413.687500 Penalty: 581.164612 Iteration 0F: 3 clusters Score -322413.7 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -324593.781250 Penalty: 581.164612 Iteration 1F: 3 clusters Score -324593.8 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -324975.187500 Penalty: 581.164612 Iteration 2F: 3 clusters Score -324975.2 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -325245.750000 Penalty: 581.164612 Iteration 3F: 3 clusters Score -325245.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -325442.093750 Penalty: 581.164612 Iteration 4F: 3 clusters Score -325442.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -325582.187500 Penalty: 581.164612 Iteration 5Q: 3 clusters Score -325582.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -325706.281250 Penalty: 581.164612 Iteration 6Q: 3 clusters Score -325706.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -325811.812500 Penalty: 581.164612 Iteration 7Q: 3 clusters Score -325811.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -325912.125000 Penalty: 581.164612 Iteration 8Q: 3 clusters Score -325912.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -326017.687500 Penalty: 581.164612 Iteration 9Q: 3 clusters Score -326017.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -326112.437500 Penalty: 581.164612 Iteration 10Q: 3 clusters Score -326112.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -326213.937500 Penalty: 581.164612 Iteration 11Q: 3 clusters Score -326213.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -326301.031250 Penalty: 581.164612 Iteration 12Q: 3 clusters Score -326301 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -326382.125000 Penalty: 581.164612 Iteration 13Q: 3 clusters Score -326382.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -326440.968750 Penalty: 581.164612 Iteration 14Q: 3 clusters Score -326441 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -326481.125000 Penalty: 581.164612 Iteration 15Q: 3 clusters Score -326481.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -326513.062500 Penalty: 581.164612 Iteration 16Q: 3 clusters Score -326513.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -326533.062500 Penalty: 581.164612 Iteration 17Q: 3 clusters Score -326533.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -326544.562500 Penalty: 581.164612 Iteration 18Q: 3 clusters Score -326544.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -326559.656250 Penalty: 581.164612 Iteration 19Q: 3 clusters Score -326559.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -326566.687500 Penalty: 581.164612 Iteration 20F: 3 clusters Score -326566.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -326570.031250 Penalty: 581.164612 Iteration 21Q: 3 clusters Score -326570 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -326578.750000 Penalty: 581.164612 Iteration 22Q: 3 clusters Score -326578.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -326583.937500 Penalty: 581.164612 Iteration 23Q: 3 clusters Score -326583.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -326591.156250 Penalty: 581.164612 Iteration 24Q: 3 clusters Score -326591.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -326598.125000 Penalty: 581.164612 Iteration 25Q: 3 clusters Score -326598.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -326602.250000 Penalty: 581.164612 Iteration 26Q: 3 clusters Score -326602.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -326607.468750 Penalty: 581.164612 Iteration 27Q: 3 clusters Score -326607.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -326617.562500 Penalty: 581.164612 Iteration 28Q: 3 clusters Score -326617.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -326632.156250 Penalty: 581.164612 Iteration 29Q: 3 clusters Score -326632.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -326648.656250 Penalty: 581.164612 Iteration 30Q: 3 clusters Score -326648.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -326660.062500 Penalty: 581.164612 Iteration 31Q: 3 clusters Score -326660.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -326668.687500 Penalty: 581.164612 Iteration 32Q: 3 clusters Score -326668.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -326674.187500 Penalty: 581.164612 Iteration 33Q: 3 clusters Score -326674.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -326679.687500 Penalty: 581.164612 Iteration 34Q: 3 clusters Score -326679.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -326687.125000 Penalty: 581.164612 Iteration 35Q: 3 clusters Score -326687.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -326691.750000 Penalty: 581.164612 Iteration 36Q: 3 clusters Score -326691.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -326694.125000 Penalty: 581.164612 Iteration 37Q: 3 clusters Score -326694.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -326695.593750 Penalty: 581.164612 Iteration 38Q: 3 clusters Score -326695.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -326695.718750 Penalty: 581.164612 Iteration 39Q: 3 clusters Score -326695.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -326695.843750 Penalty: 581.164612 Iteration 40F: 3 clusters Score -326695.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -326696.218750 Penalty: 581.164612 Iteration 41Q: 3 clusters Score -326696.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -326697.156250 Penalty: 581.164612 Iteration 42Q: 3 clusters Score -326697.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -326697.156250 Penalty: 581.164612 Iteration 43F: 3 clusters Score -326697.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Entering Unmasked Estep Score: -78924.343750 Penalty: 247.862259 Iteration 0F: 2 clusters Score -78924.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -77629.156250 Penalty: 495.724518 Iteration 0F: 3 clusters Score -77629.16 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -78158.593750 Penalty: 495.724518 Iteration 1F: 3 clusters Score -78158.59 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -78435.523438 Penalty: 495.724518 Iteration 2F: 3 clusters Score -78435.52 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -78770.492188 Penalty: 495.724518 Iteration 3F: 3 clusters Score -78770.49 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -78975.539062 Penalty: 495.724518 Iteration 4F: 3 clusters Score -78975.54 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -79030.273438 Penalty: 495.724518 Iteration 5F: 3 clusters Score -79030.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -79048.062500 Penalty: 495.724518 Iteration 6Q: 3 clusters Score -79048.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79051.687500 Penalty: 495.724518 Iteration 7Q: 3 clusters Score -79051.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -79053.234375 Penalty: 495.724518 Iteration 8Q: 3 clusters Score -79053.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -79054.375000 Penalty: 495.724518 Iteration 9Q: 3 clusters Score -79054.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -79055.687500 Penalty: 495.724518 Iteration 10Q: 3 clusters Score -79055.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -79058.468750 Penalty: 495.724518 Iteration 11Q: 3 clusters Score -79058.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -79060.500000 Penalty: 495.724518 Iteration 12Q: 3 clusters Score -79060.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -79061.070312 Penalty: 495.724518 Iteration 13Q: 3 clusters Score -79061.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -79062.164062 Penalty: 495.724518 Iteration 14Q: 3 clusters Score -79062.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -79063.593750 Penalty: 495.724518 Iteration 15Q: 3 clusters Score -79063.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79064.273438 Penalty: 495.724518 Iteration 16Q: 3 clusters Score -79064.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79064.445312 Penalty: 495.724518 Iteration 17Q: 3 clusters Score -79064.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79064.445312 Penalty: 495.724518 Iteration 18F: 3 clusters Score -79064.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 3599 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Mstep: Class 95 contains 462 members Entering Unmasked Estep Score: -18675352.000000 Penalty: 40745.816406 Splitting cluster 27 changes total score from -18672812.000000 to -18675352.000000 So it's getting split into cluster 95. Entering ConstructFrom: Trying to split cluster 28 (4242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Entering Unmasked Estep Score: -195728.484375 Penalty: 275.642059 Iteration 0F: 2 clusters Score -195728.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -192883.328125 Penalty: 551.284119 Iteration 0F: 3 clusters Score -192883.3 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -194428.953125 Penalty: 551.284119 Iteration 1F: 3 clusters Score -194429 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -194755.171875 Penalty: 551.284119 Iteration 2F: 3 clusters Score -194755.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -195002.546875 Penalty: 551.284119 Iteration 3F: 3 clusters Score -195002.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -195198.609375 Penalty: 551.284119 Iteration 4F: 3 clusters Score -195198.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -195351.203125 Penalty: 551.284119 Iteration 5Q: 3 clusters Score -195351.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -195452.796875 Penalty: 551.284119 Iteration 6Q: 3 clusters Score -195452.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -195504.828125 Penalty: 551.284119 Iteration 7Q: 3 clusters Score -195504.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -195538.468750 Penalty: 551.284119 Iteration 8Q: 3 clusters Score -195538.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -195556.343750 Penalty: 551.284119 Iteration 9Q: 3 clusters Score -195556.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -195572.531250 Penalty: 551.284119 Iteration 10Q: 3 clusters Score -195572.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -195584.140625 Penalty: 551.284119 Iteration 11Q: 3 clusters Score -195584.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -195592.359375 Penalty: 551.284119 Iteration 12Q: 3 clusters Score -195592.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -195599.687500 Penalty: 551.284119 Iteration 13Q: 3 clusters Score -195599.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -195608.765625 Penalty: 551.284119 Iteration 14Q: 3 clusters Score -195608.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -195623.453125 Penalty: 551.284119 Iteration 15Q: 3 clusters Score -195623.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -195631.281250 Penalty: 551.284119 Iteration 16Q: 3 clusters Score -195631.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -195636.578125 Penalty: 551.284119 Iteration 17Q: 3 clusters Score -195636.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -195639.328125 Penalty: 551.284119 Iteration 18Q: 3 clusters Score -195639.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -195641.250000 Penalty: 551.284119 Iteration 19Q: 3 clusters Score -195641.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -195642.781250 Penalty: 551.284119 Iteration 20F: 3 clusters Score -195642.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -195644.640625 Penalty: 551.284119 Iteration 21Q: 3 clusters Score -195644.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -195645.250000 Penalty: 551.284119 Iteration 22Q: 3 clusters Score -195645.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -195646.906250 Penalty: 551.284119 Iteration 23Q: 3 clusters Score -195646.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -195647.015625 Penalty: 551.284119 Iteration 24Q: 3 clusters Score -195647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -195647.093750 Penalty: 551.284119 Iteration 25Q: 3 clusters Score -195647.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -195647.093750 Penalty: 551.284119 Iteration 26F: 3 clusters Score -195647.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Entering Unmasked Estep Score: -164422.562500 Penalty: 269.475739 Iteration 0F: 2 clusters Score -164422.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -162041.125000 Penalty: 538.951477 Iteration 0F: 3 clusters Score -162041.1 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -162957.140625 Penalty: 538.951477 Iteration 1F: 3 clusters Score -162957.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -163059.828125 Penalty: 538.951477 Iteration 2F: 3 clusters Score -163059.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -163143.343750 Penalty: 538.951477 Iteration 3F: 3 clusters Score -163143.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -163220.968750 Penalty: 538.951477 Iteration 4Q: 3 clusters Score -163221 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -163296.328125 Penalty: 538.951477 Iteration 5Q: 3 clusters Score -163296.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -163368.859375 Penalty: 538.951477 Iteration 6Q: 3 clusters Score -163368.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -163430.640625 Penalty: 538.951477 Iteration 7Q: 3 clusters Score -163430.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -163499.500000 Penalty: 538.951477 Iteration 8Q: 3 clusters Score -163499.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -163573.625000 Penalty: 538.951477 Iteration 9Q: 3 clusters Score -163573.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -163627.265625 Penalty: 538.951477 Iteration 10Q: 3 clusters Score -163627.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -163674.515625 Penalty: 538.951477 Iteration 11Q: 3 clusters Score -163674.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -163712.000000 Penalty: 538.951477 Iteration 12Q: 3 clusters Score -163712 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -163740.484375 Penalty: 538.951477 Iteration 13Q: 3 clusters Score -163740.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -163770.234375 Penalty: 538.951477 Iteration 14Q: 3 clusters Score -163770.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -163814.984375 Penalty: 538.951477 Iteration 15Q: 3 clusters Score -163815 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -163861.140625 Penalty: 538.951477 Iteration 16Q: 3 clusters Score -163861.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -163906.734375 Penalty: 538.951477 Iteration 17Q: 3 clusters Score -163906.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -163948.578125 Penalty: 538.951477 Iteration 18Q: 3 clusters Score -163948.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -163984.468750 Penalty: 538.951477 Iteration 19Q: 3 clusters Score -163984.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -164004.671875 Penalty: 538.951477 Iteration 20F: 3 clusters Score -164004.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -164018.421875 Penalty: 538.951477 Iteration 21Q: 3 clusters Score -164018.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -164025.937500 Penalty: 538.951477 Iteration 22Q: 3 clusters Score -164025.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -164032.765625 Penalty: 538.951477 Iteration 23Q: 3 clusters Score -164032.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -164039.375000 Penalty: 538.951477 Iteration 24Q: 3 clusters Score -164039.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -164041.890625 Penalty: 538.951477 Iteration 25Q: 3 clusters Score -164041.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -164044.250000 Penalty: 538.951477 Iteration 26Q: 3 clusters Score -164044.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -164046.593750 Penalty: 538.951477 Iteration 27Q: 3 clusters Score -164046.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -164049.546875 Penalty: 538.951477 Iteration 28Q: 3 clusters Score -164049.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -164052.593750 Penalty: 538.951477 Iteration 29Q: 3 clusters Score -164052.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -164056.046875 Penalty: 538.951477 Iteration 30Q: 3 clusters Score -164056 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -164059.046875 Penalty: 538.951477 Iteration 31Q: 3 clusters Score -164059 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -164061.218750 Penalty: 538.951477 Iteration 32Q: 3 clusters Score -164061.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -164062.671875 Penalty: 538.951477 Iteration 33Q: 3 clusters Score -164062.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -164064.125000 Penalty: 538.951477 Iteration 34Q: 3 clusters Score -164064.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -164066.109375 Penalty: 538.951477 Iteration 35Q: 3 clusters Score -164066.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -164067.484375 Penalty: 538.951477 Iteration 36Q: 3 clusters Score -164067.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -164071.343750 Penalty: 538.951477 Iteration 37Q: 3 clusters Score -164071.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -164073.625000 Penalty: 538.951477 Iteration 38Q: 3 clusters Score -164073.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -164076.578125 Penalty: 538.951477 Iteration 39Q: 3 clusters Score -164076.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -164078.109375 Penalty: 538.951477 Iteration 40F: 3 clusters Score -164078.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -164079.562500 Penalty: 538.951477 Iteration 41Q: 3 clusters Score -164079.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -164080.859375 Penalty: 538.951477 Iteration 42Q: 3 clusters Score -164080.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -164081.531250 Penalty: 538.951477 Iteration 43Q: 3 clusters Score -164081.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -164083.156250 Penalty: 538.951477 Iteration 44Q: 3 clusters Score -164083.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -164084.375000 Penalty: 538.951477 Iteration 45Q: 3 clusters Score -164084.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -164084.953125 Penalty: 538.951477 Iteration 46Q: 3 clusters Score -164085 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -164085.718750 Penalty: 538.951477 Iteration 47Q: 3 clusters Score -164085.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -164086.375000 Penalty: 538.951477 Iteration 48Q: 3 clusters Score -164086.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -164087.625000 Penalty: 538.951477 Iteration 49Q: 3 clusters Score -164087.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -164088.156250 Penalty: 538.951477 Iteration 50Q: 3 clusters Score -164088.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -164088.578125 Penalty: 538.951477 Iteration 51Q: 3 clusters Score -164088.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -164088.828125 Penalty: 538.951477 Iteration 52Q: 3 clusters Score -164088.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -164089.484375 Penalty: 538.951477 Iteration 53Q: 3 clusters Score -164089.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -164090.109375 Penalty: 538.951477 Iteration 54Q: 3 clusters Score -164090.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -164090.921875 Penalty: 538.951477 Iteration 55Q: 3 clusters Score -164090.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -164092.531250 Penalty: 538.951477 Iteration 56Q: 3 clusters Score -164092.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -164094.390625 Penalty: 538.951477 Iteration 57Q: 3 clusters Score -164094.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -164095.437500 Penalty: 538.951477 Iteration 58Q: 3 clusters Score -164095.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -164096.031250 Penalty: 538.951477 Iteration 59Q: 3 clusters Score -164096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -164096.765625 Penalty: 538.951477 Iteration 60F: 3 clusters Score -164096.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -164097.125000 Penalty: 538.951477 Iteration 61Q: 3 clusters Score -164097.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -164097.718750 Penalty: 538.951477 Iteration 62Q: 3 clusters Score -164097.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -164098.343750 Penalty: 538.951477 Iteration 63Q: 3 clusters Score -164098.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -164099.781250 Penalty: 538.951477 Iteration 64Q: 3 clusters Score -164099.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -164100.234375 Penalty: 538.951477 Iteration 65Q: 3 clusters Score -164100.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -164100.500000 Penalty: 538.951477 Iteration 66Q: 3 clusters Score -164100.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -164100.500000 Penalty: 538.951477 Iteration 67F: 3 clusters Score -164100.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Entering Unmasked Estep Score: -41080.382812 Penalty: 230.617645 Iteration 0F: 2 clusters Score -41080.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -40270.074219 Penalty: 461.235291 Iteration 0F: 3 clusters Score -40270.07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -40575.753906 Penalty: 461.235291 Iteration 1F: 3 clusters Score -40575.75 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -40638.136719 Penalty: 461.235291 Iteration 2F: 3 clusters Score -40638.14 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -40690.605469 Penalty: 461.235291 Iteration 3F: 3 clusters Score -40690.61 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -40739.296875 Penalty: 461.235291 Iteration 4Q: 3 clusters Score -40739.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -40770.789062 Penalty: 461.235291 Iteration 5Q: 3 clusters Score -40770.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -40795.804688 Penalty: 461.235291 Iteration 6Q: 3 clusters Score -40795.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -40816.519531 Penalty: 461.235291 Iteration 7Q: 3 clusters Score -40816.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -40844.980469 Penalty: 461.235291 Iteration 8Q: 3 clusters Score -40844.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -40863.257812 Penalty: 461.235291 Iteration 9Q: 3 clusters Score -40863.26 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -40876.269531 Penalty: 461.235291 Iteration 10Q: 3 clusters Score -40876.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -40896.898438 Penalty: 461.235291 Iteration 11Q: 3 clusters Score -40896.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -40907.964844 Penalty: 461.235291 Iteration 12Q: 3 clusters Score -40907.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -40922.792969 Penalty: 461.235291 Iteration 13Q: 3 clusters Score -40922.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -40935.347656 Penalty: 461.235291 Iteration 14Q: 3 clusters Score -40935.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -40943.492188 Penalty: 461.235291 Iteration 15Q: 3 clusters Score -40943.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -40947.980469 Penalty: 461.235291 Iteration 16Q: 3 clusters Score -40947.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -40952.062500 Penalty: 461.235291 Iteration 17Q: 3 clusters Score -40952.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -40954.300781 Penalty: 461.235291 Iteration 18Q: 3 clusters Score -40954.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -40954.609375 Penalty: 461.235291 Iteration 19Q: 3 clusters Score -40954.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -40954.785156 Penalty: 461.235291 Iteration 20F: 3 clusters Score -40954.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Entering Unmasked Estep Score: -150864.109375 Penalty: 266.504486 Iteration 0F: 2 clusters Score -150864.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -148713.031250 Penalty: 533.008972 Iteration 0F: 3 clusters Score -148713 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -149727.046875 Penalty: 533.008972 Iteration 1F: 3 clusters Score -149727 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -149962.937500 Penalty: 533.008972 Iteration 2F: 3 clusters Score -149962.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -150211.093750 Penalty: 533.008972 Iteration 3F: 3 clusters Score -150211.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -150432.078125 Penalty: 533.008972 Iteration 4F: 3 clusters Score -150432.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -150538.937500 Penalty: 533.008972 Iteration 5Q: 3 clusters Score -150538.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -150576.781250 Penalty: 533.008972 Iteration 6Q: 3 clusters Score -150576.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -150591.875000 Penalty: 533.008972 Iteration 7Q: 3 clusters Score -150591.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -150606.687500 Penalty: 533.008972 Iteration 8Q: 3 clusters Score -150606.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -150615.250000 Penalty: 533.008972 Iteration 9Q: 3 clusters Score -150615.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -150626.593750 Penalty: 533.008972 Iteration 10Q: 3 clusters Score -150626.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -150636.921875 Penalty: 533.008972 Iteration 11Q: 3 clusters Score -150636.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -150639.578125 Penalty: 533.008972 Iteration 12Q: 3 clusters Score -150639.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -150640.546875 Penalty: 533.008972 Iteration 13Q: 3 clusters Score -150640.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -150643.890625 Penalty: 533.008972 Iteration 14Q: 3 clusters Score -150643.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -150651.875000 Penalty: 533.008972 Iteration 15Q: 3 clusters Score -150651.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -150654.312500 Penalty: 533.008972 Iteration 16Q: 3 clusters Score -150654.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -150654.312500 Penalty: 533.008972 Iteration 17F: 3 clusters Score -150654.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (14546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Entering Unmasked Estep Score: -652198.187500 Penalty: 316.307373 Iteration 0F: 2 clusters Score -652198.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -642520.312500 Penalty: 632.614746 Iteration 0F: 3 clusters Score -642520.3 nChanged 6957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -646988.500000 Penalty: 632.614746 Iteration 1F: 3 clusters Score -646988.5 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -647280.312500 Penalty: 632.614746 Iteration 2F: 3 clusters Score -647280.3 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -647534.125000 Penalty: 632.614746 Iteration 3Q: 3 clusters Score -647534.1 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -647824.250000 Penalty: 632.614746 Iteration 4Q: 3 clusters Score -647824.2 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -648180.312500 Penalty: 632.614746 Iteration 5Q: 3 clusters Score -648180.3 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -648622.375000 Penalty: 632.614746 Iteration 6Q: 3 clusters Score -648622.4 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -649128.750000 Penalty: 632.614746 Iteration 7Q: 3 clusters Score -649128.8 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -649616.062500 Penalty: 632.614746 Iteration 8Q: 3 clusters Score -649616.1 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -650028.187500 Penalty: 632.614746 Iteration 9Q: 3 clusters Score -650028.2 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -650369.875000 Penalty: 632.614746 Iteration 10Q: 3 clusters Score -650369.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -650639.187500 Penalty: 632.614746 Iteration 11Q: 3 clusters Score -650639.2 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -650849.500000 Penalty: 632.614746 Iteration 12Q: 3 clusters Score -650849.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -651046.687500 Penalty: 632.614746 Iteration 13Q: 3 clusters Score -651046.7 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -651247.062500 Penalty: 632.614746 Iteration 14Q: 3 clusters Score -651247.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -651440.687500 Penalty: 632.614746 Iteration 15Q: 3 clusters Score -651440.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -651610.000000 Penalty: 632.614746 Iteration 16Q: 3 clusters Score -651610 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -651723.812500 Penalty: 632.614746 Iteration 17Q: 3 clusters Score -651723.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -651799.687500 Penalty: 632.614746 Iteration 18Q: 3 clusters Score -651799.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -651846.187500 Penalty: 632.614746 Iteration 19Q: 3 clusters Score -651846.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -651874.562500 Penalty: 632.614746 Iteration 20F: 3 clusters Score -651874.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -651892.187500 Penalty: 632.614746 Iteration 21Q: 3 clusters Score -651892.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -651903.875000 Penalty: 632.614746 Iteration 22Q: 3 clusters Score -651903.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -651908.625000 Penalty: 632.614746 Iteration 23Q: 3 clusters Score -651908.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -651912.437500 Penalty: 632.614746 Iteration 24Q: 3 clusters Score -651912.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -651914.500000 Penalty: 632.614746 Iteration 25Q: 3 clusters Score -651914.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -651916.187500 Penalty: 632.614746 Iteration 26Q: 3 clusters Score -651916.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -651919.250000 Penalty: 632.614746 Iteration 27Q: 3 clusters Score -651919.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -651921.687500 Penalty: 632.614746 Iteration 28Q: 3 clusters Score -651921.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -651922.125000 Penalty: 632.614746 Iteration 29Q: 3 clusters Score -651922.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14455 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -651922.500000 Penalty: 632.614746 Iteration 30Q: 3 clusters Score -651922.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14455 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -651922.500000 Penalty: 632.614746 Iteration 31F: 3 clusters Score -651922.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (4875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Entering Unmasked Estep Score: -220400.281250 Penalty: 280.231903 Iteration 0F: 2 clusters Score -220400.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -217104.500000 Penalty: 560.463806 Iteration 0F: 3 clusters Score -217104.5 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -218842.859375 Penalty: 560.463806 Iteration 1F: 3 clusters Score -218842.9 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -219277.312500 Penalty: 560.463806 Iteration 2F: 3 clusters Score -219277.3 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -219578.656250 Penalty: 560.463806 Iteration 3F: 3 clusters Score -219578.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -219780.468750 Penalty: 560.463806 Iteration 4F: 3 clusters Score -219780.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -219951.703125 Penalty: 560.463806 Iteration 5Q: 3 clusters Score -219951.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -220087.296875 Penalty: 560.463806 Iteration 6Q: 3 clusters Score -220087.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -220163.234375 Penalty: 560.463806 Iteration 7Q: 3 clusters Score -220163.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -220198.062500 Penalty: 560.463806 Iteration 8Q: 3 clusters Score -220198.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -220232.218750 Penalty: 560.463806 Iteration 9Q: 3 clusters Score -220232.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -220255.593750 Penalty: 560.463806 Iteration 10Q: 3 clusters Score -220255.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -220275.703125 Penalty: 560.463806 Iteration 11Q: 3 clusters Score -220275.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -220287.609375 Penalty: 560.463806 Iteration 12Q: 3 clusters Score -220287.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -220294.687500 Penalty: 560.463806 Iteration 13Q: 3 clusters Score -220294.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -220300.343750 Penalty: 560.463806 Iteration 14Q: 3 clusters Score -220300.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -220303.234375 Penalty: 560.463806 Iteration 15Q: 3 clusters Score -220303.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -220305.359375 Penalty: 560.463806 Iteration 16Q: 3 clusters Score -220305.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -220306.703125 Penalty: 560.463806 Iteration 17Q: 3 clusters Score -220306.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -220307.578125 Penalty: 560.463806 Iteration 18Q: 3 clusters Score -220307.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -220308.781250 Penalty: 560.463806 Iteration 19Q: 3 clusters Score -220308.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -220308.890625 Penalty: 560.463806 Iteration 20F: 3 clusters Score -220308.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -220309.171875 Penalty: 560.463806 Iteration 21Q: 3 clusters Score -220309.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -220309.390625 Penalty: 560.463806 Iteration 22Q: 3 clusters Score -220309.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -220309.390625 Penalty: 560.463806 Iteration 23F: 3 clusters Score -220309.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (6491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Entering Unmasked Estep Score: -308588.031250 Penalty: 289.679657 Iteration 0F: 2 clusters Score -308588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -304185.875000 Penalty: 579.359314 Iteration 0F: 3 clusters Score -304185.9 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -306083.187500 Penalty: 579.359314 Iteration 1F: 3 clusters Score -306083.2 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -306356.750000 Penalty: 579.359314 Iteration 2F: 3 clusters Score -306356.8 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -306630.656250 Penalty: 579.359314 Iteration 3F: 3 clusters Score -306630.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -306884.062500 Penalty: 579.359314 Iteration 4F: 3 clusters Score -306884.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -307129.093750 Penalty: 579.359314 Iteration 5F: 3 clusters Score -307129.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -307456.562500 Penalty: 579.359314 Iteration 6F: 3 clusters Score -307456.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -307809.625000 Penalty: 579.359314 Iteration 7F: 3 clusters Score -307809.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -308037.312500 Penalty: 579.359314 Iteration 8Q: 3 clusters Score -308037.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -308161.000000 Penalty: 579.359314 Iteration 9Q: 3 clusters Score -308161 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -308243.281250 Penalty: 579.359314 Iteration 10Q: 3 clusters Score -308243.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -308295.375000 Penalty: 579.359314 Iteration 11Q: 3 clusters Score -308295.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -308318.000000 Penalty: 579.359314 Iteration 12Q: 3 clusters Score -308318 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -308337.250000 Penalty: 579.359314 Iteration 13Q: 3 clusters Score -308337.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -308348.781250 Penalty: 579.359314 Iteration 14Q: 3 clusters Score -308348.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -308360.406250 Penalty: 579.359314 Iteration 15Q: 3 clusters Score -308360.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -308369.750000 Penalty: 579.359314 Iteration 16Q: 3 clusters Score -308369.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -308377.875000 Penalty: 579.359314 Iteration 17Q: 3 clusters Score -308377.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -308386.781250 Penalty: 579.359314 Iteration 18Q: 3 clusters Score -308386.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -308388.656250 Penalty: 579.359314 Iteration 19Q: 3 clusters Score -308388.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -308389.968750 Penalty: 579.359314 Iteration 20F: 3 clusters Score -308390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -308393.500000 Penalty: 579.359314 Iteration 21Q: 3 clusters Score -308393.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -308394.687500 Penalty: 579.359314 Iteration 22Q: 3 clusters Score -308394.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -308394.687500 Penalty: 579.359314 Iteration 23F: 3 clusters Score -308394.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (2811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Entering Unmasked Estep Score: -102654.367188 Penalty: 262.062744 Iteration 0F: 2 clusters Score -102654.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -100787.554688 Penalty: 524.125488 Iteration 0F: 3 clusters Score -100787.6 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -101600.625000 Penalty: 524.125488 Iteration 1F: 3 clusters Score -101600.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -101824.773438 Penalty: 524.125488 Iteration 2F: 3 clusters Score -101824.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -102000.828125 Penalty: 524.125488 Iteration 3F: 3 clusters Score -102000.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -102127.742188 Penalty: 524.125488 Iteration 4F: 3 clusters Score -102127.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -102221.382812 Penalty: 524.125488 Iteration 5F: 3 clusters Score -102221.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -102275.195312 Penalty: 524.125488 Iteration 6Q: 3 clusters Score -102275.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -102300.875000 Penalty: 524.125488 Iteration 7Q: 3 clusters Score -102300.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -102318.078125 Penalty: 524.125488 Iteration 8Q: 3 clusters Score -102318.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -102333.187500 Penalty: 524.125488 Iteration 9Q: 3 clusters Score -102333.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -102349.875000 Penalty: 524.125488 Iteration 10Q: 3 clusters Score -102349.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -102371.828125 Penalty: 524.125488 Iteration 11Q: 3 clusters Score -102371.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -102400.078125 Penalty: 524.125488 Iteration 12Q: 3 clusters Score -102400.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -102434.296875 Penalty: 524.125488 Iteration 13Q: 3 clusters Score -102434.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -102470.421875 Penalty: 524.125488 Iteration 14Q: 3 clusters Score -102470.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -102503.343750 Penalty: 524.125488 Iteration 15Q: 3 clusters Score -102503.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -102533.625000 Penalty: 524.125488 Iteration 16Q: 3 clusters Score -102533.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -102551.062500 Penalty: 524.125488 Iteration 17Q: 3 clusters Score -102551.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -102561.570312 Penalty: 524.125488 Iteration 18Q: 3 clusters Score -102561.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -102573.500000 Penalty: 524.125488 Iteration 19Q: 3 clusters Score -102573.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -102585.085938 Penalty: 524.125488 Iteration 20F: 3 clusters Score -102585.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -102592.132812 Penalty: 524.125488 Iteration 21Q: 3 clusters Score -102592.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -102597.062500 Penalty: 524.125488 Iteration 22Q: 3 clusters Score -102597.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -102599.585938 Penalty: 524.125488 Iteration 23Q: 3 clusters Score -102599.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -102605.101562 Penalty: 524.125488 Iteration 24Q: 3 clusters Score -102605.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -102608.359375 Penalty: 524.125488 Iteration 25Q: 3 clusters Score -102608.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -102610.773438 Penalty: 524.125488 Iteration 26Q: 3 clusters Score -102610.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -102611.734375 Penalty: 524.125488 Iteration 27Q: 3 clusters Score -102611.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -102612.257812 Penalty: 524.125488 Iteration 28Q: 3 clusters Score -102612.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -102613.000000 Penalty: 524.125488 Iteration 29Q: 3 clusters Score -102613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -102612.890625 Penalty: 524.125488 Iteration 30Q: 3 clusters Score -102612.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -102613.273438 Penalty: 524.125488 Iteration 31Q: 3 clusters Score -102613.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -102613.304688 Penalty: 524.125488 Iteration 32Q: 3 clusters Score -102613.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -102613.320312 Penalty: 524.125488 Iteration 33Q: 3 clusters Score -102613.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -102613.320312 Penalty: 524.125488 Iteration 34F: 3 clusters Score -102613.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (3599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Entering Unmasked Estep Score: -183555.765625 Penalty: 270.217590 Iteration 0F: 2 clusters Score -183555.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -181057.015625 Penalty: 540.435181 Iteration 0F: 3 clusters Score -181057 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -182093.140625 Penalty: 540.435181 Iteration 1F: 3 clusters Score -182093.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -182282.531250 Penalty: 540.435181 Iteration 2F: 3 clusters Score -182282.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -182596.578125 Penalty: 540.435181 Iteration 3F: 3 clusters Score -182596.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -183140.031250 Penalty: 540.435181 Iteration 4F: 3 clusters Score -183140 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -183850.531250 Penalty: 540.435181 Iteration 5F: 3 clusters Score -183850.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -184528.593750 Penalty: 540.435181 Iteration 6F: 3 clusters Score -184528.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -185107.609375 Penalty: 540.435181 Iteration 7F: 3 clusters Score -185107.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -185407.953125 Penalty: 540.435181 Iteration 8Q: 3 clusters Score -185408 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -185513.921875 Penalty: 540.435181 Iteration 9Q: 3 clusters Score -185513.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -185542.750000 Penalty: 540.435181 Iteration 10Q: 3 clusters Score -185542.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -185548.937500 Penalty: 540.435181 Iteration 11Q: 3 clusters Score -185548.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -185551.000000 Penalty: 540.435181 Iteration 12Q: 3 clusters Score -185551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -185551.578125 Penalty: 540.435181 Iteration 13Q: 3 clusters Score -185551.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -185551.500000 Penalty: 540.435181 Iteration 14Q: 3 clusters Score -185551.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -185551.500000 Penalty: 540.435181 Iteration 15F: 3 clusters Score -185551.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 1046 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 233 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Mstep: Class 95 contains 462 members Mstep: Class 96 contains 2553 members Entering Unmasked Estep Score: -18677208.000000 Penalty: 41174.718750 Splitting cluster 36 changes total score from -18672812.000000 to -18677208.000000 So it's getting split into cluster 96. Entering ConstructFrom: Trying to split cluster 37 (2997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Entering Unmasked Estep Score: -142240.328125 Penalty: 264.177124 Iteration 0F: 2 clusters Score -142240.3 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 1521 members Entering Unmasked Estep Score: -140193.390625 Penalty: 528.354248 Iteration 0F: 3 clusters Score -140193.4 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -141010.468750 Penalty: 528.354248 Iteration 1F: 3 clusters Score -141010.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -141131.187500 Penalty: 528.354248 Iteration 2F: 3 clusters Score -141131.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -141256.234375 Penalty: 528.354248 Iteration 3F: 3 clusters Score -141256.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -141408.718750 Penalty: 528.354248 Iteration 4F: 3 clusters Score -141408.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -141536.328125 Penalty: 528.354248 Iteration 5F: 3 clusters Score -141536.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -141597.890625 Penalty: 528.354248 Iteration 6Q: 3 clusters Score -141597.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -141633.531250 Penalty: 528.354248 Iteration 7Q: 3 clusters Score -141633.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -141659.390625 Penalty: 528.354248 Iteration 8Q: 3 clusters Score -141659.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -141689.109375 Penalty: 528.354248 Iteration 9Q: 3 clusters Score -141689.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -141723.265625 Penalty: 528.354248 Iteration 10Q: 3 clusters Score -141723.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -141758.546875 Penalty: 528.354248 Iteration 11Q: 3 clusters Score -141758.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -141791.000000 Penalty: 528.354248 Iteration 12Q: 3 clusters Score -141791 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -141824.296875 Penalty: 528.354248 Iteration 13Q: 3 clusters Score -141824.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -141861.953125 Penalty: 528.354248 Iteration 14Q: 3 clusters Score -141862 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -141896.171875 Penalty: 528.354248 Iteration 15Q: 3 clusters Score -141896.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -141926.890625 Penalty: 528.354248 Iteration 16Q: 3 clusters Score -141926.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -141955.109375 Penalty: 528.354248 Iteration 17Q: 3 clusters Score -141955.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -141972.671875 Penalty: 528.354248 Iteration 18Q: 3 clusters Score -141972.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -141985.968750 Penalty: 528.354248 Iteration 19Q: 3 clusters Score -141986 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -142001.046875 Penalty: 528.354248 Iteration 20F: 3 clusters Score -142001 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -142009.578125 Penalty: 528.354248 Iteration 21Q: 3 clusters Score -142009.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -142015.687500 Penalty: 528.354248 Iteration 22Q: 3 clusters Score -142015.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -142019.484375 Penalty: 528.354248 Iteration 23Q: 3 clusters Score -142019.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -142021.890625 Penalty: 528.354248 Iteration 24Q: 3 clusters Score -142021.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -142023.187500 Penalty: 528.354248 Iteration 25Q: 3 clusters Score -142023.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -142024.109375 Penalty: 528.354248 Iteration 26Q: 3 clusters Score -142024.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -142024.656250 Penalty: 528.354248 Iteration 27Q: 3 clusters Score -142024.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -142025.078125 Penalty: 528.354248 Iteration 28Q: 3 clusters Score -142025.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -142025.875000 Penalty: 528.354248 Iteration 29Q: 3 clusters Score -142025.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -142026.078125 Penalty: 528.354248 Iteration 30Q: 3 clusters Score -142026.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -142026.078125 Penalty: 528.354248 Iteration 31F: 3 clusters Score -142026.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Entering Unmasked Estep Score: -95011.992188 Penalty: 250.763718 Iteration 0F: 2 clusters Score -95011.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -93617.453125 Penalty: 501.527435 Iteration 0F: 3 clusters Score -93617.45 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -94319.710938 Penalty: 501.527435 Iteration 1F: 3 clusters Score -94319.71 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -94715.953125 Penalty: 501.527435 Iteration 2F: 3 clusters Score -94715.95 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -94892.914062 Penalty: 501.527435 Iteration 3F: 3 clusters Score -94892.91 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -94941.382812 Penalty: 501.527435 Iteration 4F: 3 clusters Score -94941.38 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -94954.984375 Penalty: 501.527435 Iteration 5Q: 3 clusters Score -94954.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -94959.679688 Penalty: 501.527435 Iteration 6Q: 3 clusters Score -94959.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -94962.351562 Penalty: 501.527435 Iteration 7Q: 3 clusters Score -94962.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -94965.335938 Penalty: 501.527435 Iteration 8Q: 3 clusters Score -94965.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -94968.671875 Penalty: 501.527435 Iteration 9Q: 3 clusters Score -94968.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -94971.039062 Penalty: 501.527435 Iteration 10Q: 3 clusters Score -94971.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -94972.093750 Penalty: 501.527435 Iteration 11Q: 3 clusters Score -94972.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -94972.578125 Penalty: 501.527435 Iteration 12Q: 3 clusters Score -94972.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -94973.085938 Penalty: 501.527435 Iteration 13Q: 3 clusters Score -94973.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -94973.570312 Penalty: 501.527435 Iteration 14Q: 3 clusters Score -94973.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -94973.953125 Penalty: 501.527435 Iteration 15Q: 3 clusters Score -94973.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -94974.468750 Penalty: 501.527435 Iteration 16Q: 3 clusters Score -94974.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -94976.085938 Penalty: 501.527435 Iteration 17Q: 3 clusters Score -94976.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -94981.445312 Penalty: 501.527435 Iteration 18Q: 3 clusters Score -94981.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -94985.390625 Penalty: 501.527435 Iteration 19Q: 3 clusters Score -94985.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -94986.007812 Penalty: 501.527435 Iteration 20F: 3 clusters Score -94986.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -94986.257812 Penalty: 501.527435 Iteration 21Q: 3 clusters Score -94986.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -94986.367188 Penalty: 501.527435 Iteration 22Q: 3 clusters Score -94986.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -94986.710938 Penalty: 501.527435 Iteration 23Q: 3 clusters Score -94986.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -94987.742188 Penalty: 501.527435 Iteration 24Q: 3 clusters Score -94987.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -94989.109375 Penalty: 501.527435 Iteration 25Q: 3 clusters Score -94989.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -94990.429688 Penalty: 501.527435 Iteration 26Q: 3 clusters Score -94990.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -94990.718750 Penalty: 501.527435 Iteration 27Q: 3 clusters Score -94990.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -94991.625000 Penalty: 501.527435 Iteration 28Q: 3 clusters Score -94991.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -94992.437500 Penalty: 501.527435 Iteration 29Q: 3 clusters Score -94992.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -94992.890625 Penalty: 501.527435 Iteration 30Q: 3 clusters Score -94992.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -94993.148438 Penalty: 501.527435 Iteration 31Q: 3 clusters Score -94993.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -94995.976562 Penalty: 501.527435 Iteration 32Q: 3 clusters Score -94995.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -95000.421875 Penalty: 501.527435 Iteration 33Q: 3 clusters Score -95000.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -95003.492188 Penalty: 501.527435 Iteration 34Q: 3 clusters Score -95003.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -95005.546875 Penalty: 501.527435 Iteration 35Q: 3 clusters Score -95005.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -95006.257812 Penalty: 501.527435 Iteration 36Q: 3 clusters Score -95006.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -95006.617188 Penalty: 501.527435 Iteration 37Q: 3 clusters Score -95006.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -95007.031250 Penalty: 501.527435 Iteration 38Q: 3 clusters Score -95007.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -95007.218750 Penalty: 501.527435 Iteration 39Q: 3 clusters Score -95007.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -95007.359375 Penalty: 501.527435 Iteration 40F: 3 clusters Score -95007.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -95007.367188 Penalty: 501.527435 Iteration 41Q: 3 clusters Score -95007.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -95007.367188 Penalty: 501.527435 Iteration 42F: 3 clusters Score -95007.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (21033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21033 members Entering Unmasked Estep Score: -1003418.000000 Penalty: 328.476990 Iteration 0F: 2 clusters Score -1003418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -989407.062500 Penalty: 656.953979 Iteration 0F: 3 clusters Score -989407.1 nChanged 10044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -996542.437500 Penalty: 656.953979 Iteration 1F: 3 clusters Score -996542.4 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -997729.187500 Penalty: 656.953979 Iteration 2F: 3 clusters Score -997729.2 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -998939.437500 Penalty: 656.953979 Iteration 3F: 3 clusters Score -998939.4 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13145 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -999762.750000 Penalty: 656.953979 Iteration 4F: 3 clusters Score -999762.8 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1000079.187500 Penalty: 656.953979 Iteration 5Q: 3 clusters Score -1000079 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -1000208.250000 Penalty: 656.953979 Iteration 6Q: 3 clusters Score -1000208 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1000281.000000 Penalty: 656.953979 Iteration 7Q: 3 clusters Score -1000281 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -1000345.062500 Penalty: 656.953979 Iteration 8Q: 3 clusters Score -1000345 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1000397.375000 Penalty: 656.953979 Iteration 9Q: 3 clusters Score -1000397 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -1000446.062500 Penalty: 656.953979 Iteration 10Q: 3 clusters Score -1000446 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1000523.750000 Penalty: 656.953979 Iteration 11Q: 3 clusters Score -1000524 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14568 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1000615.687500 Penalty: 656.953979 Iteration 12Q: 3 clusters Score -1000616 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14785 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1000706.875000 Penalty: 656.953979 Iteration 13Q: 3 clusters Score -1000707 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15011 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1000799.625000 Penalty: 656.953979 Iteration 14Q: 3 clusters Score -1000800 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1000902.250000 Penalty: 656.953979 Iteration 15Q: 3 clusters Score -1000902 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15446 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1001012.187500 Penalty: 656.953979 Iteration 16Q: 3 clusters Score -1001012 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1001120.062500 Penalty: 656.953979 Iteration 17Q: 3 clusters Score -1001120 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1001214.625000 Penalty: 656.953979 Iteration 18Q: 3 clusters Score -1001215 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1001295.250000 Penalty: 656.953979 Iteration 19Q: 3 clusters Score -1001295 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16232 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1001371.250000 Penalty: 656.953979 Iteration 20F: 3 clusters Score -1001371 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1001443.437500 Penalty: 656.953979 Iteration 21Q: 3 clusters Score -1001443 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1001511.375000 Penalty: 656.953979 Iteration 22Q: 3 clusters Score -1001511 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16762 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1001584.062500 Penalty: 656.953979 Iteration 23Q: 3 clusters Score -1001584 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16942 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1001650.312500 Penalty: 656.953979 Iteration 24Q: 3 clusters Score -1001650 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1001715.250000 Penalty: 656.953979 Iteration 25Q: 3 clusters Score -1001715 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17277 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1001773.312500 Penalty: 656.953979 Iteration 26Q: 3 clusters Score -1001773 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17454 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1001842.500000 Penalty: 656.953979 Iteration 27Q: 3 clusters Score -1001842 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17624 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1001907.312500 Penalty: 656.953979 Iteration 28Q: 3 clusters Score -1001907 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17811 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1002014.812500 Penalty: 656.953979 Iteration 29Q: 3 clusters Score -1002015 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1002147.500000 Penalty: 656.953979 Iteration 30Q: 3 clusters Score -1002148 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18168 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1002261.187500 Penalty: 656.953979 Iteration 31Q: 3 clusters Score -1002261 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -1002370.875000 Penalty: 656.953979 Iteration 32Q: 3 clusters Score -1002371 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1002457.500000 Penalty: 656.953979 Iteration 33Q: 3 clusters Score -1002458 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1002539.062500 Penalty: 656.953979 Iteration 34Q: 3 clusters Score -1002539 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1002604.750000 Penalty: 656.953979 Iteration 35Q: 3 clusters Score -1002605 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1002669.812500 Penalty: 656.953979 Iteration 36Q: 3 clusters Score -1002670 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1002727.437500 Penalty: 656.953979 Iteration 37Q: 3 clusters Score -1002727 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19268 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1002782.187500 Penalty: 656.953979 Iteration 38Q: 3 clusters Score -1002782 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1002839.812500 Penalty: 656.953979 Iteration 39Q: 3 clusters Score -1002840 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19532 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1002886.875000 Penalty: 656.953979 Iteration 40F: 3 clusters Score -1002887 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19667 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1002935.437500 Penalty: 656.953979 Iteration 41Q: 3 clusters Score -1002935 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1002984.437500 Penalty: 656.953979 Iteration 42Q: 3 clusters Score -1002984 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1003030.312500 Penalty: 656.953979 Iteration 43Q: 3 clusters Score -1003030 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1003065.375000 Penalty: 656.953979 Iteration 44Q: 3 clusters Score -1003065 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20087 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1003102.312500 Penalty: 656.953979 Iteration 45Q: 3 clusters Score -1003102 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20159 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1003123.250000 Penalty: 656.953979 Iteration 46Q: 3 clusters Score -1003123 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20216 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1003138.500000 Penalty: 656.953979 Iteration 47Q: 3 clusters Score -1003138 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20262 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1003151.250000 Penalty: 656.953979 Iteration 48Q: 3 clusters Score -1003151 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20298 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1003159.062500 Penalty: 656.953979 Iteration 49Q: 3 clusters Score -1003159 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20329 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1003166.187500 Penalty: 656.953979 Iteration 50Q: 3 clusters Score -1003166 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20351 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1003168.750000 Penalty: 656.953979 Iteration 51Q: 3 clusters Score -1003169 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1003174.000000 Penalty: 656.953979 Iteration 52Q: 3 clusters Score -1003174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20382 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1003179.687500 Penalty: 656.953979 Iteration 53Q: 3 clusters Score -1003180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20396 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1003179.750000 Penalty: 656.953979 Iteration 54Q: 3 clusters Score -1003180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1003182.750000 Penalty: 656.953979 Iteration 55Q: 3 clusters Score -1003183 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1003188.125000 Penalty: 656.953979 Iteration 56Q: 3 clusters Score -1003188 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20439 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1003190.062500 Penalty: 656.953979 Iteration 57Q: 3 clusters Score -1003190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20453 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1003192.937500 Penalty: 656.953979 Iteration 58Q: 3 clusters Score -1003193 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1003194.375000 Penalty: 656.953979 Iteration 59Q: 3 clusters Score -1003194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20471 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1003193.625000 Penalty: 656.953979 Iteration 60F: 3 clusters Score -1003194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20472 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1003194.812500 Penalty: 656.953979 Iteration 61Q: 3 clusters Score -1003195 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20474 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1003194.437500 Penalty: 656.953979 Iteration 62Q: 3 clusters Score -1003194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20476 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1003194.562500 Penalty: 656.953979 Iteration 63Q: 3 clusters Score -1003195 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20476 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1003194.562500 Penalty: 656.953979 Iteration 64F: 3 clusters Score -1003195 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (4834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Entering Unmasked Estep Score: -230030.250000 Penalty: 279.953186 Iteration 0F: 2 clusters Score -230030.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -226782.656250 Penalty: 559.906372 Iteration 0F: 3 clusters Score -226782.7 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -228183.093750 Penalty: 559.906372 Iteration 1F: 3 clusters Score -228183.1 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -228502.500000 Penalty: 559.906372 Iteration 2F: 3 clusters Score -228502.5 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -228901.906250 Penalty: 559.906372 Iteration 3F: 3 clusters Score -228901.9 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -229321.718750 Penalty: 559.906372 Iteration 4F: 3 clusters Score -229321.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -229637.187500 Penalty: 559.906372 Iteration 5F: 3 clusters Score -229637.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -229757.828125 Penalty: 559.906372 Iteration 6Q: 3 clusters Score -229757.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -229786.468750 Penalty: 559.906372 Iteration 7Q: 3 clusters Score -229786.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -229797.328125 Penalty: 559.906372 Iteration 8Q: 3 clusters Score -229797.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -229803.296875 Penalty: 559.906372 Iteration 9Q: 3 clusters Score -229803.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -229807.156250 Penalty: 559.906372 Iteration 10Q: 3 clusters Score -229807.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -229809.796875 Penalty: 559.906372 Iteration 11Q: 3 clusters Score -229809.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -229810.875000 Penalty: 559.906372 Iteration 12Q: 3 clusters Score -229810.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -229812.812500 Penalty: 559.906372 Iteration 13Q: 3 clusters Score -229812.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -229815.359375 Penalty: 559.906372 Iteration 14Q: 3 clusters Score -229815.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -229818.968750 Penalty: 559.906372 Iteration 15Q: 3 clusters Score -229819 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -229832.171875 Penalty: 559.906372 Iteration 16Q: 3 clusters Score -229832.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -229854.234375 Penalty: 559.906372 Iteration 17Q: 3 clusters Score -229854.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -229876.796875 Penalty: 559.906372 Iteration 18Q: 3 clusters Score -229876.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -229890.265625 Penalty: 559.906372 Iteration 19Q: 3 clusters Score -229890.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -229895.109375 Penalty: 559.906372 Iteration 20F: 3 clusters Score -229895.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -229897.359375 Penalty: 559.906372 Iteration 21Q: 3 clusters Score -229897.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -229898.875000 Penalty: 559.906372 Iteration 22Q: 3 clusters Score -229898.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -229899.515625 Penalty: 559.906372 Iteration 23Q: 3 clusters Score -229899.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -229900.437500 Penalty: 559.906372 Iteration 24Q: 3 clusters Score -229900.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -229900.640625 Penalty: 559.906372 Iteration 25Q: 3 clusters Score -229900.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -229901.312500 Penalty: 559.906372 Iteration 26Q: 3 clusters Score -229901.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -229902.640625 Penalty: 559.906372 Iteration 27Q: 3 clusters Score -229902.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -229906.421875 Penalty: 559.906372 Iteration 28Q: 3 clusters Score -229906.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -229911.546875 Penalty: 559.906372 Iteration 29Q: 3 clusters Score -229911.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -229914.609375 Penalty: 559.906372 Iteration 30Q: 3 clusters Score -229914.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -229917.125000 Penalty: 559.906372 Iteration 31Q: 3 clusters Score -229917.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -229918.625000 Penalty: 559.906372 Iteration 32Q: 3 clusters Score -229918.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -229920.625000 Penalty: 559.906372 Iteration 33Q: 3 clusters Score -229920.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -229923.484375 Penalty: 559.906372 Iteration 34Q: 3 clusters Score -229923.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -229928.890625 Penalty: 559.906372 Iteration 35Q: 3 clusters Score -229928.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -229935.062500 Penalty: 559.906372 Iteration 36Q: 3 clusters Score -229935.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -229937.859375 Penalty: 559.906372 Iteration 37Q: 3 clusters Score -229937.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -229941.640625 Penalty: 559.906372 Iteration 38Q: 3 clusters Score -229941.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -229944.203125 Penalty: 559.906372 Iteration 39Q: 3 clusters Score -229944.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -229948.468750 Penalty: 559.906372 Iteration 40F: 3 clusters Score -229948.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -229951.984375 Penalty: 559.906372 Iteration 41Q: 3 clusters Score -229952 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -229956.828125 Penalty: 559.906372 Iteration 42Q: 3 clusters Score -229956.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -229960.468750 Penalty: 559.906372 Iteration 43Q: 3 clusters Score -229960.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -229962.093750 Penalty: 559.906372 Iteration 44Q: 3 clusters Score -229962.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -229964.000000 Penalty: 559.906372 Iteration 45Q: 3 clusters Score -229964 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -229965.875000 Penalty: 559.906372 Iteration 46Q: 3 clusters Score -229965.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -229968.093750 Penalty: 559.906372 Iteration 47Q: 3 clusters Score -229968.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -229968.906250 Penalty: 559.906372 Iteration 48Q: 3 clusters Score -229968.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -229969.671875 Penalty: 559.906372 Iteration 49Q: 3 clusters Score -229969.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -229970.156250 Penalty: 559.906372 Iteration 50Q: 3 clusters Score -229970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -229970.296875 Penalty: 559.906372 Iteration 51Q: 3 clusters Score -229970.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -229969.937500 Penalty: 559.906372 Iteration 52Q: 3 clusters Score -229969.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -229970.640625 Penalty: 559.906372 Iteration 53Q: 3 clusters Score -229970.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -229970.265625 Penalty: 559.906372 Iteration 54Q: 3 clusters Score -229970.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -229970.718750 Penalty: 559.906372 Iteration 55Q: 3 clusters Score -229970.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -229970.718750 Penalty: 559.906372 Iteration 56F: 3 clusters Score -229970.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Entering Unmasked Estep Score: -6545.666992 Penalty: 179.884262 Iteration 0F: 2 clusters Score -6545.667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -6309.865234 Penalty: 359.768524 Iteration 0F: 3 clusters Score -6309.865 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6467.640625 Penalty: 359.768524 Iteration 1F: 3 clusters Score -6467.641 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6513.066895 Penalty: 359.768524 Iteration 2F: 3 clusters Score -6513.067 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6541.127930 Penalty: 359.768524 Iteration 3F: 3 clusters Score -6541.128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6565.782715 Penalty: 359.768524 Iteration 4Q: 3 clusters Score -6565.783 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6604.789062 Penalty: 359.768524 Iteration 5Q: 3 clusters Score -6604.789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6656.802246 Penalty: 359.768524 Iteration 6Q: 3 clusters Score -6656.802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6674.976074 Penalty: 359.768524 Iteration 7Q: 3 clusters Score -6674.976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -6683.778809 Penalty: 359.768524 Iteration 8Q: 3 clusters Score -6683.779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -6692.156250 Penalty: 359.768524 Iteration 9Q: 3 clusters Score -6692.156 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -6704.695801 Penalty: 359.768524 Iteration 10Q: 3 clusters Score -6704.696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -6709.293457 Penalty: 359.768524 Iteration 11Q: 3 clusters Score -6709.293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6719.257812 Penalty: 359.768524 Iteration 12Q: 3 clusters Score -6719.258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6733.303711 Penalty: 359.768524 Iteration 13Q: 3 clusters Score -6733.304 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6750.829590 Penalty: 359.768524 Iteration 14Q: 3 clusters Score -6750.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6755.029785 Penalty: 359.768524 Iteration 15Q: 3 clusters Score -6755.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6758.118652 Penalty: 359.768524 Iteration 16Q: 3 clusters Score -6758.119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -6761.878906 Penalty: 359.768524 Iteration 17Q: 3 clusters Score -6761.879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -6765.812988 Penalty: 359.768524 Iteration 18Q: 3 clusters Score -6765.813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6781.277832 Penalty: 359.768524 Iteration 19Q: 3 clusters Score -6781.278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6792.737305 Penalty: 359.768524 Iteration 20F: 3 clusters Score -6792.737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -6822.129883 Penalty: 359.768524 Iteration 21Q: 3 clusters Score -6822.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6828.602539 Penalty: 359.768524 Iteration 22Q: 3 clusters Score -6828.603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6832.157227 Penalty: 359.768524 Iteration 23Q: 3 clusters Score -6832.157 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -6835.650391 Penalty: 359.768524 Iteration 24Q: 3 clusters Score -6835.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -6837.619629 Penalty: 359.768524 Iteration 25Q: 3 clusters Score -6837.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -6837.619629 Penalty: 359.768524 Iteration 26F: 3 clusters Score -6837.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 1046 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 81 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 666 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Mstep: Class 95 contains 462 members Mstep: Class 96 contains 2553 members Mstep: Class 97 contains 152 members Entering Unmasked Estep Score: -18677256.000000 Penalty: 41603.621094 Splitting cluster 41 changes total score from -18672812.000000 to -18677256.000000 So it's getting split into cluster 97. Entering ConstructFrom: Trying to split cluster 42 (808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Entering Unmasked Estep Score: -26991.751953 Penalty: 220.920547 Iteration 0F: 2 clusters Score -26991.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26358.457031 Penalty: 441.841095 Iteration 0F: 3 clusters Score -26358.46 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -26565.552734 Penalty: 441.841095 Iteration 1F: 3 clusters Score -26565.55 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -26612.453125 Penalty: 441.841095 Iteration 2F: 3 clusters Score -26612.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -26648.968750 Penalty: 441.841095 Iteration 3F: 3 clusters Score -26648.97 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -26672.552734 Penalty: 441.841095 Iteration 4F: 3 clusters Score -26672.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -26694.625000 Penalty: 441.841095 Iteration 5Q: 3 clusters Score -26694.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -26717.326172 Penalty: 441.841095 Iteration 6Q: 3 clusters Score -26717.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -26733.279297 Penalty: 441.841095 Iteration 7Q: 3 clusters Score -26733.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -26745.513672 Penalty: 441.841095 Iteration 8Q: 3 clusters Score -26745.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -26758.107422 Penalty: 441.841095 Iteration 9Q: 3 clusters Score -26758.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -26767.966797 Penalty: 441.841095 Iteration 10Q: 3 clusters Score -26767.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -26773.167969 Penalty: 441.841095 Iteration 11Q: 3 clusters Score -26773.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -26774.230469 Penalty: 441.841095 Iteration 12Q: 3 clusters Score -26774.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -26774.673828 Penalty: 441.841095 Iteration 13Q: 3 clusters Score -26774.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -26774.673828 Penalty: 441.841095 Iteration 14F: 3 clusters Score -26774.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 43 (8764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Entering Unmasked Estep Score: -430296.500000 Penalty: 299.587433 Iteration 0F: 2 clusters Score -430296.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -424519.343750 Penalty: 599.174866 Iteration 0F: 3 clusters Score -424519.3 nChanged 4093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -427235.718750 Penalty: 599.174866 Iteration 1F: 3 clusters Score -427235.7 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -427789.656250 Penalty: 599.174866 Iteration 2F: 3 clusters Score -427789.7 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -428341.750000 Penalty: 599.174866 Iteration 3F: 3 clusters Score -428341.8 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -428768.687500 Penalty: 599.174866 Iteration 4F: 3 clusters Score -428768.7 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -429096.843750 Penalty: 599.174866 Iteration 5F: 3 clusters Score -429096.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -429356.281250 Penalty: 599.174866 Iteration 6Q: 3 clusters Score -429356.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -429545.906250 Penalty: 599.174866 Iteration 7Q: 3 clusters Score -429545.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -429707.125000 Penalty: 599.174866 Iteration 8Q: 3 clusters Score -429707.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -429810.656250 Penalty: 599.174866 Iteration 9Q: 3 clusters Score -429810.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -429882.750000 Penalty: 599.174866 Iteration 10Q: 3 clusters Score -429882.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -429926.156250 Penalty: 599.174866 Iteration 11Q: 3 clusters Score -429926.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -429957.375000 Penalty: 599.174866 Iteration 12Q: 3 clusters Score -429957.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -429980.156250 Penalty: 599.174866 Iteration 13Q: 3 clusters Score -429980.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -429993.656250 Penalty: 599.174866 Iteration 14Q: 3 clusters Score -429993.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -430002.625000 Penalty: 599.174866 Iteration 15Q: 3 clusters Score -430002.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -430013.687500 Penalty: 599.174866 Iteration 16Q: 3 clusters Score -430013.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -430021.750000 Penalty: 599.174866 Iteration 17Q: 3 clusters Score -430021.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -430028.218750 Penalty: 599.174866 Iteration 18Q: 3 clusters Score -430028.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -430032.406250 Penalty: 599.174866 Iteration 19Q: 3 clusters Score -430032.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -430035.187500 Penalty: 599.174866 Iteration 20F: 3 clusters Score -430035.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -430037.812500 Penalty: 599.174866 Iteration 21Q: 3 clusters Score -430037.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -430040.250000 Penalty: 599.174866 Iteration 22Q: 3 clusters Score -430040.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -430041.687500 Penalty: 599.174866 Iteration 23Q: 3 clusters Score -430041.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -430043.656250 Penalty: 599.174866 Iteration 24Q: 3 clusters Score -430043.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -430044.781250 Penalty: 599.174866 Iteration 25Q: 3 clusters Score -430044.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -430045.406250 Penalty: 599.174866 Iteration 26Q: 3 clusters Score -430045.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -430047.187500 Penalty: 599.174866 Iteration 27Q: 3 clusters Score -430047.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -430047.093750 Penalty: 599.174866 Iteration 28Q: 3 clusters Score -430047.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -430046.968750 Penalty: 599.174866 Iteration 29Q: 3 clusters Score -430047 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -430047.406250 Penalty: 599.174866 Iteration 30Q: 3 clusters Score -430047.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -430047.468750 Penalty: 599.174866 Iteration 31Q: 3 clusters Score -430047.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -430047.343750 Penalty: 599.174866 Iteration 32Q: 3 clusters Score -430047.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -430046.937500 Penalty: 599.174866 Iteration 33Q: 3 clusters Score -430046.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -430047.375000 Penalty: 599.174866 Iteration 34Q: 3 clusters Score -430047.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -430047.187500 Penalty: 599.174866 Iteration 35Q: 3 clusters Score -430047.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -430047.000000 Penalty: 599.174866 Iteration 36Q: 3 clusters Score -430047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -430046.843750 Penalty: 599.174866 Iteration 37Q: 3 clusters Score -430046.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -430047.093750 Penalty: 599.174866 Iteration 38Q: 3 clusters Score -430047.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -430047.093750 Penalty: 599.174866 Iteration 39F: 3 clusters Score -430047.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (11237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Entering Unmasked Estep Score: -516212.937500 Penalty: 307.789917 Iteration 0F: 2 clusters Score -516212.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -508848.375000 Penalty: 615.579834 Iteration 0F: 3 clusters Score -508848.4 nChanged 5312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -512706.500000 Penalty: 615.579834 Iteration 1F: 3 clusters Score -512706.5 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -513658.937500 Penalty: 615.579834 Iteration 2F: 3 clusters Score -513658.9 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -514494.000000 Penalty: 615.579834 Iteration 3F: 3 clusters Score -514494 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -514977.062500 Penalty: 615.579834 Iteration 4F: 3 clusters Score -514977.1 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -515269.312500 Penalty: 615.579834 Iteration 5Q: 3 clusters Score -515269.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -515403.968750 Penalty: 615.579834 Iteration 6Q: 3 clusters Score -515404 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -515483.312500 Penalty: 615.579834 Iteration 7Q: 3 clusters Score -515483.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -515548.875000 Penalty: 615.579834 Iteration 8Q: 3 clusters Score -515548.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -515602.031250 Penalty: 615.579834 Iteration 9Q: 3 clusters Score -515602 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -515646.625000 Penalty: 615.579834 Iteration 10Q: 3 clusters Score -515646.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -515688.343750 Penalty: 615.579834 Iteration 11Q: 3 clusters Score -515688.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -515728.125000 Penalty: 615.579834 Iteration 12Q: 3 clusters Score -515728.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -515766.062500 Penalty: 615.579834 Iteration 13Q: 3 clusters Score -515766.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -515792.656250 Penalty: 615.579834 Iteration 14Q: 3 clusters Score -515792.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -515813.312500 Penalty: 615.579834 Iteration 15Q: 3 clusters Score -515813.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -515823.625000 Penalty: 615.579834 Iteration 16Q: 3 clusters Score -515823.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -515832.812500 Penalty: 615.579834 Iteration 17Q: 3 clusters Score -515832.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -515839.906250 Penalty: 615.579834 Iteration 18Q: 3 clusters Score -515839.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -515846.000000 Penalty: 615.579834 Iteration 19Q: 3 clusters Score -515846 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -515850.468750 Penalty: 615.579834 Iteration 20F: 3 clusters Score -515850.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -515852.968750 Penalty: 615.579834 Iteration 21Q: 3 clusters Score -515853 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -515855.281250 Penalty: 615.579834 Iteration 22Q: 3 clusters Score -515855.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -515859.593750 Penalty: 615.579834 Iteration 23Q: 3 clusters Score -515859.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -515861.125000 Penalty: 615.579834 Iteration 24Q: 3 clusters Score -515861.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -515867.218750 Penalty: 615.579834 Iteration 25Q: 3 clusters Score -515867.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -515876.187500 Penalty: 615.579834 Iteration 26Q: 3 clusters Score -515876.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -515883.968750 Penalty: 615.579834 Iteration 27Q: 3 clusters Score -515884 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -515888.468750 Penalty: 615.579834 Iteration 28Q: 3 clusters Score -515888.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -515893.375000 Penalty: 615.579834 Iteration 29Q: 3 clusters Score -515893.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -515894.968750 Penalty: 615.579834 Iteration 30Q: 3 clusters Score -515895 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -515898.812500 Penalty: 615.579834 Iteration 31Q: 3 clusters Score -515898.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -515900.187500 Penalty: 615.579834 Iteration 32Q: 3 clusters Score -515900.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -515904.843750 Penalty: 615.579834 Iteration 33Q: 3 clusters Score -515904.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -515907.750000 Penalty: 615.579834 Iteration 34Q: 3 clusters Score -515907.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -515910.156250 Penalty: 615.579834 Iteration 35Q: 3 clusters Score -515910.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -515913.343750 Penalty: 615.579834 Iteration 36Q: 3 clusters Score -515913.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -515917.250000 Penalty: 615.579834 Iteration 37Q: 3 clusters Score -515917.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -515917.281250 Penalty: 615.579834 Iteration 38Q: 3 clusters Score -515917.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -515920.250000 Penalty: 615.579834 Iteration 39Q: 3 clusters Score -515920.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -515920.125000 Penalty: 615.579834 Iteration 40F: 3 clusters Score -515920.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -515922.437500 Penalty: 615.579834 Iteration 41Q: 3 clusters Score -515922.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -515922.812500 Penalty: 615.579834 Iteration 42Q: 3 clusters Score -515922.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -515923.218750 Penalty: 615.579834 Iteration 43Q: 3 clusters Score -515923.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -515923.593750 Penalty: 615.579834 Iteration 44Q: 3 clusters Score -515923.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -515924.593750 Penalty: 615.579834 Iteration 45Q: 3 clusters Score -515924.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -515925.875000 Penalty: 615.579834 Iteration 46Q: 3 clusters Score -515925.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 9237 members Entering Unmasked Estep Score: -515927.937500 Penalty: 615.579834 Iteration 47Q: 3 clusters Score -515927.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -515929.781250 Penalty: 615.579834 Iteration 48Q: 3 clusters Score -515929.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -515929.406250 Penalty: 615.579834 Iteration 49Q: 3 clusters Score -515929.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -515931.062500 Penalty: 615.579834 Iteration 50Q: 3 clusters Score -515931.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -515931.062500 Penalty: 615.579834 Iteration 51Q: 3 clusters Score -515931.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -515931.750000 Penalty: 615.579834 Iteration 52Q: 3 clusters Score -515931.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -515932.593750 Penalty: 615.579834 Iteration 53Q: 3 clusters Score -515932.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -515935.312500 Penalty: 615.579834 Iteration 54Q: 3 clusters Score -515935.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -515934.968750 Penalty: 615.579834 Iteration 55Q: 3 clusters Score -515935 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 9329 members Entering Unmasked Estep Score: -515936.000000 Penalty: 615.579834 Iteration 56Q: 3 clusters Score -515936 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -515936.406250 Penalty: 615.579834 Iteration 57Q: 3 clusters Score -515936.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -515937.125000 Penalty: 615.579834 Iteration 58Q: 3 clusters Score -515937.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -515935.843750 Penalty: 615.579834 Iteration 59Q: 3 clusters Score -515935.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -515936.781250 Penalty: 615.579834 Iteration 60F: 3 clusters Score -515936.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -515937.843750 Penalty: 615.579834 Iteration 61Q: 3 clusters Score -515937.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -515938.250000 Penalty: 615.579834 Iteration 62Q: 3 clusters Score -515938.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -515937.312500 Penalty: 615.579834 Iteration 63Q: 3 clusters Score -515937.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -515938.125000 Penalty: 615.579834 Iteration 64Q: 3 clusters Score -515938.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -515937.593750 Penalty: 615.579834 Iteration 65Q: 3 clusters Score -515937.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -515937.750000 Penalty: 615.579834 Iteration 66Q: 3 clusters Score -515937.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -515938.875000 Penalty: 615.579834 Iteration 67Q: 3 clusters Score -515938.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -515938.156250 Penalty: 615.579834 Iteration 68Q: 3 clusters Score -515938.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -515939.000000 Penalty: 615.579834 Iteration 69Q: 3 clusters Score -515939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -515938.875000 Penalty: 615.579834 Iteration 70Q: 3 clusters Score -515938.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -515938.875000 Penalty: 615.579834 Iteration 71F: 3 clusters Score -515938.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (1947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Entering Unmasked Estep Score: -84688.664062 Penalty: 249.943497 Iteration 0F: 2 clusters Score -84688.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -83332.546875 Penalty: 499.886993 Iteration 0F: 3 clusters Score -83332.55 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -83905.367188 Penalty: 499.886993 Iteration 1F: 3 clusters Score -83905.37 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -84045.968750 Penalty: 499.886993 Iteration 2F: 3 clusters Score -84045.97 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -84112.281250 Penalty: 499.886993 Iteration 3F: 3 clusters Score -84112.28 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -84159.804688 Penalty: 499.886993 Iteration 4Q: 3 clusters Score -84159.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -84214.578125 Penalty: 499.886993 Iteration 5Q: 3 clusters Score -84214.58 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -84255.203125 Penalty: 499.886993 Iteration 6Q: 3 clusters Score -84255.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -84280.757812 Penalty: 499.886993 Iteration 7Q: 3 clusters Score -84280.76 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -84299.468750 Penalty: 499.886993 Iteration 8Q: 3 clusters Score -84299.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -84315.515625 Penalty: 499.886993 Iteration 9Q: 3 clusters Score -84315.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -84330.960938 Penalty: 499.886993 Iteration 10Q: 3 clusters Score -84330.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -84345.070312 Penalty: 499.886993 Iteration 11Q: 3 clusters Score -84345.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84352.406250 Penalty: 499.886993 Iteration 12Q: 3 clusters Score -84352.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -84359.656250 Penalty: 499.886993 Iteration 13Q: 3 clusters Score -84359.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -84368.867188 Penalty: 499.886993 Iteration 14Q: 3 clusters Score -84368.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -84375.539062 Penalty: 499.886993 Iteration 15Q: 3 clusters Score -84375.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -84380.804688 Penalty: 499.886993 Iteration 16Q: 3 clusters Score -84380.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -84385.031250 Penalty: 499.886993 Iteration 17Q: 3 clusters Score -84385.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -84388.460938 Penalty: 499.886993 Iteration 18Q: 3 clusters Score -84388.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -84390.109375 Penalty: 499.886993 Iteration 19Q: 3 clusters Score -84390.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -84391.273438 Penalty: 499.886993 Iteration 20F: 3 clusters Score -84391.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -84391.500000 Penalty: 499.886993 Iteration 21Q: 3 clusters Score -84391.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -84391.492188 Penalty: 499.886993 Iteration 22Q: 3 clusters Score -84391.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -84391.539062 Penalty: 499.886993 Iteration 23Q: 3 clusters Score -84391.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -84391.539062 Penalty: 499.886993 Iteration 24F: 3 clusters Score -84391.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (4113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Entering Unmasked Estep Score: -191326.000000 Penalty: 274.622955 Iteration 0F: 2 clusters Score -191326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -188566.687500 Penalty: 549.245911 Iteration 0F: 3 clusters Score -188566.7 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -189732.156250 Penalty: 549.245911 Iteration 1F: 3 clusters Score -189732.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -189933.765625 Penalty: 549.245911 Iteration 2F: 3 clusters Score -189933.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -190167.046875 Penalty: 549.245911 Iteration 3F: 3 clusters Score -190167 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -190453.625000 Penalty: 549.245911 Iteration 4F: 3 clusters Score -190453.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -190668.984375 Penalty: 549.245911 Iteration 5F: 3 clusters Score -190669 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -190808.171875 Penalty: 549.245911 Iteration 6Q: 3 clusters Score -190808.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -190917.921875 Penalty: 549.245911 Iteration 7Q: 3 clusters Score -190917.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -191026.171875 Penalty: 549.245911 Iteration 8Q: 3 clusters Score -191026.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -191090.312500 Penalty: 549.245911 Iteration 9Q: 3 clusters Score -191090.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -191114.828125 Penalty: 549.245911 Iteration 10Q: 3 clusters Score -191114.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -191128.343750 Penalty: 549.245911 Iteration 11Q: 3 clusters Score -191128.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -191140.000000 Penalty: 549.245911 Iteration 12Q: 3 clusters Score -191140 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -191143.296875 Penalty: 549.245911 Iteration 13Q: 3 clusters Score -191143.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -191144.890625 Penalty: 549.245911 Iteration 14Q: 3 clusters Score -191144.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -191146.375000 Penalty: 549.245911 Iteration 15Q: 3 clusters Score -191146.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -191146.531250 Penalty: 549.245911 Iteration 16Q: 3 clusters Score -191146.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -191146.531250 Penalty: 549.245911 Iteration 17F: 3 clusters Score -191146.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Entering Unmasked Estep Score: -15710.988281 Penalty: 201.605179 Iteration 0F: 2 clusters Score -15710.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15310.261719 Penalty: 403.210358 Iteration 0F: 3 clusters Score -15310.26 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -15429.351562 Penalty: 403.210358 Iteration 1F: 3 clusters Score -15429.35 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15466.581055 Penalty: 403.210358 Iteration 2F: 3 clusters Score -15466.58 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15494.233398 Penalty: 403.210358 Iteration 3F: 3 clusters Score -15494.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15509.607422 Penalty: 403.210358 Iteration 4Q: 3 clusters Score -15509.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15523.998047 Penalty: 403.210358 Iteration 5Q: 3 clusters Score -15524 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -15540.773438 Penalty: 403.210358 Iteration 6Q: 3 clusters Score -15540.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15562.127930 Penalty: 403.210358 Iteration 7Q: 3 clusters Score -15562.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15571.166992 Penalty: 403.210358 Iteration 8Q: 3 clusters Score -15571.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15584.158203 Penalty: 403.210358 Iteration 9Q: 3 clusters Score -15584.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15589.705078 Penalty: 403.210358 Iteration 10Q: 3 clusters Score -15589.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15594.621094 Penalty: 403.210358 Iteration 11Q: 3 clusters Score -15594.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -15602.053711 Penalty: 403.210358 Iteration 12Q: 3 clusters Score -15602.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -15609.034180 Penalty: 403.210358 Iteration 13Q: 3 clusters Score -15609.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -15615.213867 Penalty: 403.210358 Iteration 14Q: 3 clusters Score -15615.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -15620.242188 Penalty: 403.210358 Iteration 15Q: 3 clusters Score -15620.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15620.926758 Penalty: 403.210358 Iteration 16Q: 3 clusters Score -15620.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -15622.208008 Penalty: 403.210358 Iteration 17Q: 3 clusters Score -15622.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -15624.935547 Penalty: 403.210358 Iteration 18Q: 3 clusters Score -15624.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15625.016602 Penalty: 403.210358 Iteration 19Q: 3 clusters Score -15625.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15625.016602 Penalty: 403.210358 Iteration 20F: 3 clusters Score -15625.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 48 (7131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Entering Unmasked Estep Score: -331473.687500 Penalty: 292.782806 Iteration 0F: 2 clusters Score -331473.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -326660.500000 Penalty: 585.565613 Iteration 0F: 3 clusters Score -326660.5 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -328824.500000 Penalty: 585.565613 Iteration 1F: 3 clusters Score -328824.5 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -329187.250000 Penalty: 585.565613 Iteration 2F: 3 clusters Score -329187.2 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -329596.031250 Penalty: 585.565613 Iteration 3F: 3 clusters Score -329596 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -329951.156250 Penalty: 585.565613 Iteration 4F: 3 clusters Score -329951.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -330236.968750 Penalty: 585.565613 Iteration 5F: 3 clusters Score -330237 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -330453.718750 Penalty: 585.565613 Iteration 6Q: 3 clusters Score -330453.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -330635.437500 Penalty: 585.565613 Iteration 7Q: 3 clusters Score -330635.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -330762.437500 Penalty: 585.565613 Iteration 8Q: 3 clusters Score -330762.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -330852.875000 Penalty: 585.565613 Iteration 9Q: 3 clusters Score -330852.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -330919.343750 Penalty: 585.565613 Iteration 10Q: 3 clusters Score -330919.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -330969.812500 Penalty: 585.565613 Iteration 11Q: 3 clusters Score -330969.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -331001.343750 Penalty: 585.565613 Iteration 12Q: 3 clusters Score -331001.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -331037.468750 Penalty: 585.565613 Iteration 13Q: 3 clusters Score -331037.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -331069.937500 Penalty: 585.565613 Iteration 14Q: 3 clusters Score -331069.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -331098.593750 Penalty: 585.565613 Iteration 15Q: 3 clusters Score -331098.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -331124.906250 Penalty: 585.565613 Iteration 16Q: 3 clusters Score -331124.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -331138.593750 Penalty: 585.565613 Iteration 17Q: 3 clusters Score -331138.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -331149.250000 Penalty: 585.565613 Iteration 18Q: 3 clusters Score -331149.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -331160.343750 Penalty: 585.565613 Iteration 19Q: 3 clusters Score -331160.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -331169.906250 Penalty: 585.565613 Iteration 20F: 3 clusters Score -331169.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -331176.187500 Penalty: 585.565613 Iteration 21Q: 3 clusters Score -331176.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -331185.343750 Penalty: 585.565613 Iteration 22Q: 3 clusters Score -331185.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -331193.437500 Penalty: 585.565613 Iteration 23Q: 3 clusters Score -331193.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -331198.812500 Penalty: 585.565613 Iteration 24Q: 3 clusters Score -331198.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -331202.781250 Penalty: 585.565613 Iteration 25Q: 3 clusters Score -331202.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -331204.875000 Penalty: 585.565613 Iteration 26Q: 3 clusters Score -331204.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -331206.281250 Penalty: 585.565613 Iteration 27Q: 3 clusters Score -331206.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -331206.968750 Penalty: 585.565613 Iteration 28Q: 3 clusters Score -331207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -331207.187500 Penalty: 585.565613 Iteration 29Q: 3 clusters Score -331207.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -331206.937500 Penalty: 585.565613 Iteration 30Q: 3 clusters Score -331206.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -331207.343750 Penalty: 585.565613 Iteration 31Q: 3 clusters Score -331207.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -331207.343750 Penalty: 585.565613 Iteration 32F: 3 clusters Score -331207.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 49 (6264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Entering Unmasked Estep Score: -302342.875000 Penalty: 288.504974 Iteration 0F: 2 clusters Score -302342.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -298157.250000 Penalty: 577.009949 Iteration 0F: 3 clusters Score -298157.2 nChanged 2893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -299949.781250 Penalty: 577.009949 Iteration 1F: 3 clusters Score -299949.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -300162.125000 Penalty: 577.009949 Iteration 2F: 3 clusters Score -300162.1 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -300414.500000 Penalty: 577.009949 Iteration 3F: 3 clusters Score -300414.5 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -300739.875000 Penalty: 577.009949 Iteration 4F: 3 clusters Score -300739.9 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -301103.687500 Penalty: 577.009949 Iteration 5F: 3 clusters Score -301103.7 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -301409.968750 Penalty: 577.009949 Iteration 6F: 3 clusters Score -301410 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -301602.437500 Penalty: 577.009949 Iteration 7Q: 3 clusters Score -301602.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -301715.875000 Penalty: 577.009949 Iteration 8Q: 3 clusters Score -301715.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -301784.468750 Penalty: 577.009949 Iteration 9Q: 3 clusters Score -301784.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -301834.968750 Penalty: 577.009949 Iteration 10Q: 3 clusters Score -301835 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -301871.625000 Penalty: 577.009949 Iteration 11Q: 3 clusters Score -301871.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -301899.437500 Penalty: 577.009949 Iteration 12Q: 3 clusters Score -301899.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -301923.593750 Penalty: 577.009949 Iteration 13Q: 3 clusters Score -301923.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -301948.187500 Penalty: 577.009949 Iteration 14Q: 3 clusters Score -301948.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -301971.875000 Penalty: 577.009949 Iteration 15Q: 3 clusters Score -301971.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -301992.218750 Penalty: 577.009949 Iteration 16Q: 3 clusters Score -301992.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -302010.500000 Penalty: 577.009949 Iteration 17Q: 3 clusters Score -302010.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -302023.687500 Penalty: 577.009949 Iteration 18Q: 3 clusters Score -302023.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -302042.031250 Penalty: 577.009949 Iteration 19Q: 3 clusters Score -302042 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -302060.125000 Penalty: 577.009949 Iteration 20F: 3 clusters Score -302060.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -302077.437500 Penalty: 577.009949 Iteration 21Q: 3 clusters Score -302077.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -302089.968750 Penalty: 577.009949 Iteration 22Q: 3 clusters Score -302090 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -302095.718750 Penalty: 577.009949 Iteration 23Q: 3 clusters Score -302095.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -302103.500000 Penalty: 577.009949 Iteration 24Q: 3 clusters Score -302103.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -302106.250000 Penalty: 577.009949 Iteration 25Q: 3 clusters Score -302106.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -302108.562500 Penalty: 577.009949 Iteration 26Q: 3 clusters Score -302108.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -302108.531250 Penalty: 577.009949 Iteration 27Q: 3 clusters Score -302108.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -302109.906250 Penalty: 577.009949 Iteration 28Q: 3 clusters Score -302109.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -302110.437500 Penalty: 577.009949 Iteration 29Q: 3 clusters Score -302110.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -302110.343750 Penalty: 577.009949 Iteration 30Q: 3 clusters Score -302110.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -302110.343750 Penalty: 577.009949 Iteration 31F: 3 clusters Score -302110.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 50 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -42778.093750 Penalty: 226.054169 Iteration 0F: 2 clusters Score -42778.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -42071.476562 Penalty: 452.108337 Iteration 0F: 3 clusters Score -42071.48 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -42299.468750 Penalty: 452.108337 Iteration 1F: 3 clusters Score -42299.47 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -42402.875000 Penalty: 452.108337 Iteration 2F: 3 clusters Score -42402.88 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -42493.542969 Penalty: 452.108337 Iteration 3F: 3 clusters Score -42493.54 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -42555.394531 Penalty: 452.108337 Iteration 4F: 3 clusters Score -42555.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -42586.605469 Penalty: 452.108337 Iteration 5Q: 3 clusters Score -42586.61 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -42601.234375 Penalty: 452.108337 Iteration 6Q: 3 clusters Score -42601.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -42611.074219 Penalty: 452.108337 Iteration 7Q: 3 clusters Score -42611.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -42620.382812 Penalty: 452.108337 Iteration 8Q: 3 clusters Score -42620.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -42623.929688 Penalty: 452.108337 Iteration 9Q: 3 clusters Score -42623.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -42625.886719 Penalty: 452.108337 Iteration 10Q: 3 clusters Score -42625.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -42626.863281 Penalty: 452.108337 Iteration 11Q: 3 clusters Score -42626.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -42626.972656 Penalty: 452.108337 Iteration 12Q: 3 clusters Score -42626.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -42626.972656 Penalty: 452.108337 Iteration 13F: 3 clusters Score -42626.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 51 (3695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Entering Unmasked Estep Score: -178497.781250 Penalty: 271.086273 Iteration 0F: 2 clusters Score -178497.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -175965.890625 Penalty: 542.172546 Iteration 0F: 3 clusters Score -175965.9 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -176921.312500 Penalty: 542.172546 Iteration 1F: 3 clusters Score -176921.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -177039.140625 Penalty: 542.172546 Iteration 2F: 3 clusters Score -177039.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -177136.984375 Penalty: 542.172546 Iteration 3F: 3 clusters Score -177137 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -177225.156250 Penalty: 542.172546 Iteration 4F: 3 clusters Score -177225.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -177330.125000 Penalty: 542.172546 Iteration 5F: 3 clusters Score -177330.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -177488.781250 Penalty: 542.172546 Iteration 6F: 3 clusters Score -177488.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -177678.609375 Penalty: 542.172546 Iteration 7F: 3 clusters Score -177678.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -177906.890625 Penalty: 542.172546 Iteration 8F: 3 clusters Score -177906.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -178125.718750 Penalty: 542.172546 Iteration 9F: 3 clusters Score -178125.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -178228.937500 Penalty: 542.172546 Iteration 10Q: 3 clusters Score -178228.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -178271.890625 Penalty: 542.172546 Iteration 11Q: 3 clusters Score -178271.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -178305.609375 Penalty: 542.172546 Iteration 12Q: 3 clusters Score -178305.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -178312.718750 Penalty: 542.172546 Iteration 13Q: 3 clusters Score -178312.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -178317.796875 Penalty: 542.172546 Iteration 14Q: 3 clusters Score -178317.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -178318.796875 Penalty: 542.172546 Iteration 15Q: 3 clusters Score -178318.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -178319.781250 Penalty: 542.172546 Iteration 16Q: 3 clusters Score -178319.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -178321.531250 Penalty: 542.172546 Iteration 17Q: 3 clusters Score -178321.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -178322.296875 Penalty: 542.172546 Iteration 18Q: 3 clusters Score -178322.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -178322.312500 Penalty: 542.172546 Iteration 19F: 3 clusters Score -178322.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -178323.234375 Penalty: 542.172546 Iteration 20F: 3 clusters Score -178323.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -178324.171875 Penalty: 542.172546 Iteration 21Q: 3 clusters Score -178324.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -178324.671875 Penalty: 542.172546 Iteration 22Q: 3 clusters Score -178324.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -178324.671875 Penalty: 542.172546 Iteration 23F: 3 clusters Score -178324.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 52 (666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Entering Unmasked Estep Score: -23280.833984 Penalty: 214.542572 Iteration 0F: 2 clusters Score -23280.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -22764.919922 Penalty: 429.085144 Iteration 0F: 3 clusters Score -22764.92 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -23016.185547 Penalty: 429.085144 Iteration 1F: 3 clusters Score -23016.19 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -23117.080078 Penalty: 429.085144 Iteration 2F: 3 clusters Score -23117.08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -23199.085938 Penalty: 429.085144 Iteration 3F: 3 clusters Score -23199.09 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -23240.421875 Penalty: 429.085144 Iteration 4F: 3 clusters Score -23240.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -23282.277344 Penalty: 429.085144 Iteration 5Q: 3 clusters Score -23282.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23306.105469 Penalty: 429.085144 Iteration 6Q: 3 clusters Score -23306.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -23320.167969 Penalty: 429.085144 Iteration 7Q: 3 clusters Score -23320.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -23329.550781 Penalty: 429.085144 Iteration 8Q: 3 clusters Score -23329.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -23340.779297 Penalty: 429.085144 Iteration 9Q: 3 clusters Score -23340.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -23348.246094 Penalty: 429.085144 Iteration 10Q: 3 clusters Score -23348.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23352.640625 Penalty: 429.085144 Iteration 11Q: 3 clusters Score -23352.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -23355.111328 Penalty: 429.085144 Iteration 12Q: 3 clusters Score -23355.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -23356.484375 Penalty: 429.085144 Iteration 13Q: 3 clusters Score -23356.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23357.761719 Penalty: 429.085144 Iteration 14Q: 3 clusters Score -23357.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23357.882812 Penalty: 429.085144 Iteration 15Q: 3 clusters Score -23357.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23358.000000 Penalty: 429.085144 Iteration 16Q: 3 clusters Score -23358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23358.000000 Penalty: 429.085144 Iteration 17F: 3 clusters Score -23358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 1046 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 81 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 464 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 3386 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Mstep: Class 95 contains 462 members Mstep: Class 96 contains 2553 members Mstep: Class 97 contains 152 members Mstep: Class 98 contains 202 members Entering Unmasked Estep Score: -18677102.000000 Penalty: 42032.523438 Splitting cluster 52 changes total score from -18672812.000000 to -18677102.000000 So it's getting split into cluster 98. Entering ConstructFrom: Trying to split cluster 53 (4330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Entering Unmasked Estep Score: -169733.750000 Penalty: 276.319641 Iteration 0F: 2 clusters Score -169733.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -166842.640625 Penalty: 552.639282 Iteration 0F: 3 clusters Score -166842.6 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -168255.546875 Penalty: 552.639282 Iteration 1F: 3 clusters Score -168255.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -168593.687500 Penalty: 552.639282 Iteration 2F: 3 clusters Score -168593.7 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -168881.156250 Penalty: 552.639282 Iteration 3F: 3 clusters Score -168881.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -169082.187500 Penalty: 552.639282 Iteration 4F: 3 clusters Score -169082.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -169233.078125 Penalty: 552.639282 Iteration 5Q: 3 clusters Score -169233.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -169358.218750 Penalty: 552.639282 Iteration 6Q: 3 clusters Score -169358.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -169446.734375 Penalty: 552.639282 Iteration 7Q: 3 clusters Score -169446.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -169497.656250 Penalty: 552.639282 Iteration 8Q: 3 clusters Score -169497.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -169513.375000 Penalty: 552.639282 Iteration 9Q: 3 clusters Score -169513.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -169519.671875 Penalty: 552.639282 Iteration 10Q: 3 clusters Score -169519.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -169521.703125 Penalty: 552.639282 Iteration 11Q: 3 clusters Score -169521.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -169523.968750 Penalty: 552.639282 Iteration 12Q: 3 clusters Score -169524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -169525.609375 Penalty: 552.639282 Iteration 13Q: 3 clusters Score -169525.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -169525.609375 Penalty: 552.639282 Iteration 14F: 3 clusters Score -169525.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 54 (3631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Entering Unmasked Estep Score: -176695.328125 Penalty: 270.509705 Iteration 0F: 2 clusters Score -176695.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -174313.562500 Penalty: 541.019409 Iteration 0F: 3 clusters Score -174313.6 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -175294.156250 Penalty: 541.019409 Iteration 1F: 3 clusters Score -175294.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -175459.828125 Penalty: 541.019409 Iteration 2F: 3 clusters Score -175459.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -175636.531250 Penalty: 541.019409 Iteration 3F: 3 clusters Score -175636.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -175788.875000 Penalty: 541.019409 Iteration 4F: 3 clusters Score -175788.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -175925.250000 Penalty: 541.019409 Iteration 5F: 3 clusters Score -175925.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -176038.546875 Penalty: 541.019409 Iteration 6Q: 3 clusters Score -176038.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -176119.484375 Penalty: 541.019409 Iteration 7Q: 3 clusters Score -176119.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -176173.640625 Penalty: 541.019409 Iteration 8Q: 3 clusters Score -176173.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -176192.531250 Penalty: 541.019409 Iteration 9Q: 3 clusters Score -176192.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -176203.859375 Penalty: 541.019409 Iteration 10Q: 3 clusters Score -176203.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -176212.843750 Penalty: 541.019409 Iteration 11Q: 3 clusters Score -176212.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -176221.734375 Penalty: 541.019409 Iteration 12Q: 3 clusters Score -176221.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -176227.484375 Penalty: 541.019409 Iteration 13Q: 3 clusters Score -176227.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -176232.125000 Penalty: 541.019409 Iteration 14Q: 3 clusters Score -176232.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -176238.421875 Penalty: 541.019409 Iteration 15Q: 3 clusters Score -176238.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -176244.312500 Penalty: 541.019409 Iteration 16Q: 3 clusters Score -176244.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -176251.000000 Penalty: 541.019409 Iteration 17Q: 3 clusters Score -176251 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -176256.921875 Penalty: 541.019409 Iteration 18Q: 3 clusters Score -176256.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -176261.421875 Penalty: 541.019409 Iteration 19Q: 3 clusters Score -176261.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -176265.234375 Penalty: 541.019409 Iteration 20F: 3 clusters Score -176265.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -176270.296875 Penalty: 541.019409 Iteration 21Q: 3 clusters Score -176270.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -176276.703125 Penalty: 541.019409 Iteration 22Q: 3 clusters Score -176276.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -176282.906250 Penalty: 541.019409 Iteration 23Q: 3 clusters Score -176282.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -176286.406250 Penalty: 541.019409 Iteration 24Q: 3 clusters Score -176286.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -176288.531250 Penalty: 541.019409 Iteration 25Q: 3 clusters Score -176288.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -176289.921875 Penalty: 541.019409 Iteration 26Q: 3 clusters Score -176289.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -176292.406250 Penalty: 541.019409 Iteration 27Q: 3 clusters Score -176292.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -176295.656250 Penalty: 541.019409 Iteration 28Q: 3 clusters Score -176295.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -176301.390625 Penalty: 541.019409 Iteration 29Q: 3 clusters Score -176301.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -176308.859375 Penalty: 541.019409 Iteration 30Q: 3 clusters Score -176308.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -176314.015625 Penalty: 541.019409 Iteration 31Q: 3 clusters Score -176314 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -176319.968750 Penalty: 541.019409 Iteration 32Q: 3 clusters Score -176320 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -176323.718750 Penalty: 541.019409 Iteration 33Q: 3 clusters Score -176323.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -176327.328125 Penalty: 541.019409 Iteration 34Q: 3 clusters Score -176327.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -176331.609375 Penalty: 541.019409 Iteration 35Q: 3 clusters Score -176331.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -176335.531250 Penalty: 541.019409 Iteration 36Q: 3 clusters Score -176335.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -176338.671875 Penalty: 541.019409 Iteration 37Q: 3 clusters Score -176338.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -176342.859375 Penalty: 541.019409 Iteration 38Q: 3 clusters Score -176342.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -176345.640625 Penalty: 541.019409 Iteration 39Q: 3 clusters Score -176345.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -176348.687500 Penalty: 541.019409 Iteration 40F: 3 clusters Score -176348.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -176350.468750 Penalty: 541.019409 Iteration 41Q: 3 clusters Score -176350.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -176351.984375 Penalty: 541.019409 Iteration 42Q: 3 clusters Score -176352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -176352.937500 Penalty: 541.019409 Iteration 43Q: 3 clusters Score -176352.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -176354.640625 Penalty: 541.019409 Iteration 44Q: 3 clusters Score -176354.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -176355.562500 Penalty: 541.019409 Iteration 45Q: 3 clusters Score -176355.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -176357.125000 Penalty: 541.019409 Iteration 46Q: 3 clusters Score -176357.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -176357.593750 Penalty: 541.019409 Iteration 47Q: 3 clusters Score -176357.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -176357.875000 Penalty: 541.019409 Iteration 48Q: 3 clusters Score -176357.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -176357.968750 Penalty: 541.019409 Iteration 49Q: 3 clusters Score -176358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -176358.250000 Penalty: 541.019409 Iteration 50Q: 3 clusters Score -176358.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -176359.500000 Penalty: 541.019409 Iteration 51Q: 3 clusters Score -176359.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -176362.078125 Penalty: 541.019409 Iteration 52Q: 3 clusters Score -176362.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -176362.421875 Penalty: 541.019409 Iteration 53Q: 3 clusters Score -176362.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -176365.359375 Penalty: 541.019409 Iteration 54Q: 3 clusters Score -176365.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -176368.671875 Penalty: 541.019409 Iteration 55Q: 3 clusters Score -176368.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -176370.671875 Penalty: 541.019409 Iteration 56Q: 3 clusters Score -176370.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -176373.218750 Penalty: 541.019409 Iteration 57Q: 3 clusters Score -176373.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -176374.859375 Penalty: 541.019409 Iteration 58Q: 3 clusters Score -176374.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -176375.953125 Penalty: 541.019409 Iteration 59Q: 3 clusters Score -176376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -176377.875000 Penalty: 541.019409 Iteration 60F: 3 clusters Score -176377.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -176378.734375 Penalty: 541.019409 Iteration 61Q: 3 clusters Score -176378.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -176380.000000 Penalty: 541.019409 Iteration 62Q: 3 clusters Score -176380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -176380.640625 Penalty: 541.019409 Iteration 63Q: 3 clusters Score -176380.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -176381.187500 Penalty: 541.019409 Iteration 64Q: 3 clusters Score -176381.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -176381.125000 Penalty: 541.019409 Iteration 65Q: 3 clusters Score -176381.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -176382.265625 Penalty: 541.019409 Iteration 66Q: 3 clusters Score -176382.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -176383.484375 Penalty: 541.019409 Iteration 67Q: 3 clusters Score -176383.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -176383.859375 Penalty: 541.019409 Iteration 68Q: 3 clusters Score -176383.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -176384.390625 Penalty: 541.019409 Iteration 69Q: 3 clusters Score -176384.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -176385.484375 Penalty: 541.019409 Iteration 70Q: 3 clusters Score -176385.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -176386.765625 Penalty: 541.019409 Iteration 71Q: 3 clusters Score -176386.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -176386.984375 Penalty: 541.019409 Iteration 72Q: 3 clusters Score -176387 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -176388.734375 Penalty: 541.019409 Iteration 73Q: 3 clusters Score -176388.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -176390.718750 Penalty: 541.019409 Iteration 74Q: 3 clusters Score -176390.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -176394.375000 Penalty: 541.019409 Iteration 75Q: 3 clusters Score -176394.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -176398.390625 Penalty: 541.019409 Iteration 76Q: 3 clusters Score -176398.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -176401.515625 Penalty: 541.019409 Iteration 77Q: 3 clusters Score -176401.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -176404.703125 Penalty: 541.019409 Iteration 78Q: 3 clusters Score -176404.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -176408.921875 Penalty: 541.019409 Iteration 79Q: 3 clusters Score -176408.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -176411.218750 Penalty: 541.019409 Iteration 80F: 3 clusters Score -176411.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -176413.640625 Penalty: 541.019409 Iteration 81Q: 3 clusters Score -176413.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -176416.296875 Penalty: 541.019409 Iteration 82Q: 3 clusters Score -176416.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -176417.093750 Penalty: 541.019409 Iteration 83Q: 3 clusters Score -176417.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -176417.406250 Penalty: 541.019409 Iteration 84Q: 3 clusters Score -176417.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -176418.671875 Penalty: 541.019409 Iteration 85Q: 3 clusters Score -176418.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -176419.890625 Penalty: 541.019409 Iteration 86Q: 3 clusters Score -176419.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -176419.796875 Penalty: 541.019409 Iteration 87Q: 3 clusters Score -176419.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -176419.906250 Penalty: 541.019409 Iteration 88Q: 3 clusters Score -176419.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -176419.906250 Penalty: 541.019409 Iteration 89F: 3 clusters Score -176419.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 55 (5371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Entering Unmasked Estep Score: -257609.859375 Penalty: 283.429382 Iteration 0F: 2 clusters Score -257609.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -254041.203125 Penalty: 566.858765 Iteration 0F: 3 clusters Score -254041.2 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -255450.578125 Penalty: 566.858765 Iteration 1F: 3 clusters Score -255450.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -255604.250000 Penalty: 566.858765 Iteration 2F: 3 clusters Score -255604.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -255789.796875 Penalty: 566.858765 Iteration 3F: 3 clusters Score -255789.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -256011.281250 Penalty: 566.858765 Iteration 4F: 3 clusters Score -256011.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -256231.906250 Penalty: 566.858765 Iteration 5F: 3 clusters Score -256231.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -256416.187500 Penalty: 566.858765 Iteration 6F: 3 clusters Score -256416.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -256557.281250 Penalty: 566.858765 Iteration 7Q: 3 clusters Score -256557.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -256660.062500 Penalty: 566.858765 Iteration 8Q: 3 clusters Score -256660.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -256749.578125 Penalty: 566.858765 Iteration 9Q: 3 clusters Score -256749.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -256864.875000 Penalty: 566.858765 Iteration 10Q: 3 clusters Score -256864.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -256974.765625 Penalty: 566.858765 Iteration 11Q: 3 clusters Score -256974.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -257043.421875 Penalty: 566.858765 Iteration 12Q: 3 clusters Score -257043.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -257085.562500 Penalty: 566.858765 Iteration 13Q: 3 clusters Score -257085.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -257107.781250 Penalty: 566.858765 Iteration 14Q: 3 clusters Score -257107.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -257125.843750 Penalty: 566.858765 Iteration 15Q: 3 clusters Score -257125.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -257143.250000 Penalty: 566.858765 Iteration 16Q: 3 clusters Score -257143.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -257158.703125 Penalty: 566.858765 Iteration 17Q: 3 clusters Score -257158.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -257172.656250 Penalty: 566.858765 Iteration 18Q: 3 clusters Score -257172.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -257186.437500 Penalty: 566.858765 Iteration 19Q: 3 clusters Score -257186.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -257200.906250 Penalty: 566.858765 Iteration 20F: 3 clusters Score -257200.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -257220.109375 Penalty: 566.858765 Iteration 21Q: 3 clusters Score -257220.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -257243.203125 Penalty: 566.858765 Iteration 22Q: 3 clusters Score -257243.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -257262.562500 Penalty: 566.858765 Iteration 23Q: 3 clusters Score -257262.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -257278.515625 Penalty: 566.858765 Iteration 24Q: 3 clusters Score -257278.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -257294.453125 Penalty: 566.858765 Iteration 25Q: 3 clusters Score -257294.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -257305.500000 Penalty: 566.858765 Iteration 26Q: 3 clusters Score -257305.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -257314.750000 Penalty: 566.858765 Iteration 27Q: 3 clusters Score -257314.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -257322.265625 Penalty: 566.858765 Iteration 28Q: 3 clusters Score -257322.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -257326.781250 Penalty: 566.858765 Iteration 29Q: 3 clusters Score -257326.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -257329.046875 Penalty: 566.858765 Iteration 30Q: 3 clusters Score -257329 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -257331.546875 Penalty: 566.858765 Iteration 31Q: 3 clusters Score -257331.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -257333.453125 Penalty: 566.858765 Iteration 32Q: 3 clusters Score -257333.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -257334.359375 Penalty: 566.858765 Iteration 33Q: 3 clusters Score -257334.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -257334.781250 Penalty: 566.858765 Iteration 34Q: 3 clusters Score -257334.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -257335.171875 Penalty: 566.858765 Iteration 35Q: 3 clusters Score -257335.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -257335.109375 Penalty: 566.858765 Iteration 36Q: 3 clusters Score -257335.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -257335.109375 Penalty: 566.858765 Iteration 37F: 3 clusters Score -257335.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 56 (187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Entering Unmasked Estep Score: -8220.527344 Penalty: 172.626587 Iteration 0F: 2 clusters Score -8220.527 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7996.203613 Penalty: 345.253174 Iteration 0F: 3 clusters Score -7996.204 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8077.117188 Penalty: 345.253174 Iteration 1F: 3 clusters Score -8077.117 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8103.282715 Penalty: 345.253174 Iteration 2F: 3 clusters Score -8103.283 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -8121.072266 Penalty: 345.253174 Iteration 3F: 3 clusters Score -8121.072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -8131.156738 Penalty: 345.253174 Iteration 4Q: 3 clusters Score -8131.157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -8132.870605 Penalty: 345.253174 Iteration 5Q: 3 clusters Score -8132.871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8133.657227 Penalty: 345.253174 Iteration 6Q: 3 clusters Score -8133.657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8133.657227 Penalty: 345.253174 Iteration 7F: 3 clusters Score -8133.657 nChanged 0 Entering ConstructFrom: Trying to split cluster 57 (3386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Entering Unmasked Estep Score: -140681.656250 Penalty: 268.204346 Iteration 0F: 2 clusters Score -140681.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -138379.437500 Penalty: 536.408691 Iteration 0F: 3 clusters Score -138379.4 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -139268.468750 Penalty: 536.408691 Iteration 1F: 3 clusters Score -139268.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -139599.687500 Penalty: 536.408691 Iteration 2F: 3 clusters Score -139599.7 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -140046.531250 Penalty: 536.408691 Iteration 3F: 3 clusters Score -140046.5 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -140406.812500 Penalty: 536.408691 Iteration 4F: 3 clusters Score -140406.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -140593.125000 Penalty: 536.408691 Iteration 5F: 3 clusters Score -140593.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -140702.234375 Penalty: 536.408691 Iteration 6Q: 3 clusters Score -140702.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -140761.156250 Penalty: 536.408691 Iteration 7Q: 3 clusters Score -140761.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -140803.390625 Penalty: 536.408691 Iteration 8Q: 3 clusters Score -140803.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -140829.125000 Penalty: 536.408691 Iteration 9Q: 3 clusters Score -140829.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -140843.828125 Penalty: 536.408691 Iteration 10Q: 3 clusters Score -140843.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -140852.000000 Penalty: 536.408691 Iteration 11Q: 3 clusters Score -140852 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -140856.781250 Penalty: 536.408691 Iteration 12Q: 3 clusters Score -140856.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -140861.734375 Penalty: 536.408691 Iteration 13Q: 3 clusters Score -140861.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -140867.109375 Penalty: 536.408691 Iteration 14Q: 3 clusters Score -140867.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -140873.296875 Penalty: 536.408691 Iteration 15Q: 3 clusters Score -140873.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -140877.859375 Penalty: 536.408691 Iteration 16Q: 3 clusters Score -140877.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -140881.968750 Penalty: 536.408691 Iteration 17Q: 3 clusters Score -140882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -140883.656250 Penalty: 536.408691 Iteration 18Q: 3 clusters Score -140883.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -140885.765625 Penalty: 536.408691 Iteration 19Q: 3 clusters Score -140885.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -140886.515625 Penalty: 536.408691 Iteration 20F: 3 clusters Score -140886.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -140887.812500 Penalty: 536.408691 Iteration 21Q: 3 clusters Score -140887.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -140888.531250 Penalty: 536.408691 Iteration 22Q: 3 clusters Score -140888.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -140888.890625 Penalty: 536.408691 Iteration 23Q: 3 clusters Score -140888.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -140889.156250 Penalty: 536.408691 Iteration 24Q: 3 clusters Score -140889.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -140889.171875 Penalty: 536.408691 Iteration 25Q: 3 clusters Score -140889.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -140889.578125 Penalty: 536.408691 Iteration 26Q: 3 clusters Score -140889.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -140889.546875 Penalty: 536.408691 Iteration 27Q: 3 clusters Score -140889.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -140889.500000 Penalty: 536.408691 Iteration 28Q: 3 clusters Score -140889.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -140889.406250 Penalty: 536.408691 Iteration 29Q: 3 clusters Score -140889.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -140889.406250 Penalty: 536.408691 Iteration 30F: 3 clusters Score -140889.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 1046 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 81 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 464 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1365 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 9057 members Mstep: Class 89 contains 8727 members Mstep: Class 90 contains 1955 members Mstep: Class 91 contains 2369 members Mstep: Class 92 contains 817 members Mstep: Class 93 contains 1284 members Mstep: Class 94 contains 2067 members Mstep: Class 95 contains 462 members Mstep: Class 96 contains 2553 members Mstep: Class 97 contains 152 members Mstep: Class 98 contains 202 members Mstep: Class 99 contains 2021 members Entering Unmasked Estep Score: -18677144.000000 Penalty: 42461.429688 Splitting cluster 57 changes total score from -18672812.000000 to -18677144.000000 So it's getting split into cluster 99. Entering ConstructFrom: No free clusters, abandoning splitEntering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2441 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 31635 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3355 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 657 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5478 members Mstep: Class 15 contains 22357 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4182 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 6564 members Mstep: Class 21 contains 11118 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 11322 members Mstep: Class 24 contains 1490 members Mstep: Class 25 contains 3506 members Mstep: Class 26 contains 6671 members Mstep: Class 27 contains 1366 members Mstep: Class 28 contains 4242 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 1084 members Mstep: Class 31 contains 3216 members Mstep: Class 32 contains 14546 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 6491 members Mstep: Class 35 contains 2811 members Mstep: Class 36 contains 1046 members Mstep: Class 37 contains 2997 members Mstep: Class 38 contains 1996 members Mstep: Class 39 contains 21033 members Mstep: Class 40 contains 4834 members Mstep: Class 41 contains 81 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8764 members Mstep: Class 44 contains 11237 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4113 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7131 members Mstep: Class 49 contains 6264 members Mstep: Class 50 contains 944 members Mstep: Class 51 contains 3695 members Mstep: Class 52 contains 464 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3631 members Mstep: Class 55 contains 5371 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1365 members Mstep: Class 58 contains 574 members Mstep: Class 59 contains 5812 members Mstep: Class 60 contains 4662 members Mstep: Class 61 contains 5385 members Mstep: Class 62 contains 5494 members Mstep: Class 63 contains 1028 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3689 members Mstep: Class 67 contains 376 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1441 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1656 members Mstep: Class 72 contains 1377 members Mstep: Class 73 contains 726 members Mstep: Class 74 contains 2946 members Mstep: Class 75 contains 2675 members Mstep: Class 76 contains 7172 members Mstep: Class 77 contains 14989 members Mstep: Class 78 contains 1364 members Mstep: Class 79 contains 5991 members Mstep: Class 80 contains 20421 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3121 members Mstep: Class 84 contains 1534 members Mstep: Class 85 contains 20181 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 799 members Entering Unmasked Estep ConsiderDeletion Score: -18679880.000000 Penalty: 42461.429688 Iteration 159Q: 100 clusters Score -1.867988e+07 nChanged 4633 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 2306 members Mstep: Class 3 contains 4600 members Mstep: Class 4 contains 31596 members Mstep: Class 5 contains 4792 members Mstep: Class 6 contains 8156 members Mstep: Class 7 contains 3364 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 597 members Mstep: Class 12 contains 354 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5472 members Mstep: Class 15 contains 22351 members Mstep: Class 16 contains 14309 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4188 members Mstep: Class 19 contains 1735 members Mstep: Class 20 contains 6573 members Mstep: Class 21 contains 11115 members Mstep: Class 22 contains 2400 members Mstep: Class 23 contains 11363 members Mstep: Class 24 contains 1659 members Mstep: Class 25 contains 3501 members Mstep: Class 26 contains 6813 members Mstep: Class 27 contains 1454 members Mstep: Class 28 contains 4290 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 998 members Mstep: Class 31 contains 3217 members Mstep: Class 32 contains 14651 members Mstep: Class 33 contains 4881 members Mstep: Class 34 contains 7009 members Mstep: Class 35 contains 2812 members Mstep: Class 36 contains 635 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2003 members Mstep: Class 39 contains 21062 members Mstep: Class 40 contains 4836 members Mstep: Class 41 contains 95 members Mstep: Class 42 contains 808 members Mstep: Class 43 contains 8949 members Mstep: Class 44 contains 11163 members Mstep: Class 45 contains 1949 members Mstep: Class 46 contains 4101 members Mstep: Class 47 contains 448 members Mstep: Class 48 contains 7136 members Mstep: Class 49 contains 6399 members Mstep: Class 50 contains 943 members Mstep: Class 51 contains 3694 members Mstep: Class 52 contains 458 members Mstep: Class 53 contains 4334 members Mstep: Class 54 contains 3645 members Mstep: Class 55 contains 5368 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1362 members Mstep: Class 58 contains 567 members Mstep: Class 59 contains 5713 members Mstep: Class 60 contains 4639 members Mstep: Class 61 contains 5481 members Mstep: Class 62 contains 5469 members Mstep: Class 63 contains 1021 members Mstep: Class 64 contains 794 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3651 members Mstep: Class 67 contains 394 members Mstep: Class 68 contains 2589 members Mstep: Class 69 contains 1425 members Mstep: Class 70 contains 854 members Mstep: Class 71 contains 1662 members Mstep: Class 72 contains 1298 members Mstep: Class 73 contains 734 members Mstep: Class 74 contains 2978 members Mstep: Class 75 contains 2689 members Mstep: Class 76 contains 7502 members Mstep: Class 77 contains 14992 members Mstep: Class 78 contains 1365 members Mstep: Class 79 contains 5996 members Mstep: Class 80 contains 20342 members Mstep: Class 81 contains 174 members Mstep: Class 82 contains 597 members Mstep: Class 83 contains 3110 members Mstep: Class 84 contains 1561 members Mstep: Class 85 contains 20052 members Mstep: Class 86 contains 803 members Mstep: Class 87 contains 800 members Mstep: Class 88 contains 8518 members Mstep: Class 89 contains 8591 members Mstep: Class 90 contains 1835 members Mstep: Class 91 contains 2274 members Mstep: Class 92 contains 818 members Mstep: Class 93 contains 1213 members Mstep: Class 94 contains 2034 members Mstep: Class 95 contains 446 members Mstep: Class 96 contains 2641 members Mstep: Class 97 contains 149 members Mstep: Class 98 contains 201 members Mstep: Class 99 contains 1888 members Entering Unmasked Estep ConsiderDeletion Score: -18683228.000000 Penalty: 42461.429688 Iteration 160F: 100 clusters Score -1.868323e+07 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 2114 members Mstep: Class 3 contains 4595 members Mstep: Class 4 contains 31495 members Mstep: Class 5 contains 4789 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3364 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 460 members Mstep: Class 10 contains 776 members Mstep: Class 11 contains 549 members Mstep: Class 12 contains 351 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5455 members Mstep: Class 15 contains 22346 members Mstep: Class 16 contains 14306 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4197 members Mstep: Class 19 contains 1721 members Mstep: Class 20 contains 6560 members Mstep: Class 21 contains 11111 members Mstep: Class 22 contains 2410 members Mstep: Class 23 contains 11091 members Mstep: Class 24 contains 1741 members Mstep: Class 25 contains 3494 members Mstep: Class 26 contains 6829 members Mstep: Class 27 contains 1521 members Mstep: Class 28 contains 4276 members Mstep: Class 29 contains 3520 members Mstep: Class 30 contains 940 members Mstep: Class 31 contains 3212 members Mstep: Class 32 contains 14635 members Mstep: Class 33 contains 4885 members Mstep: Class 34 contains 7408 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 510 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 2005 members Mstep: Class 39 contains 20997 members Mstep: Class 40 contains 4844 members Mstep: Class 41 contains 99 members Mstep: Class 42 contains 801 members Mstep: Class 43 contains 8879 members Mstep: Class 44 contains 11099 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4086 members Mstep: Class 47 contains 443 members Mstep: Class 48 contains 7137 members Mstep: Class 49 contains 6492 members Mstep: Class 50 contains 945 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 463 members Mstep: Class 53 contains 4337 members Mstep: Class 54 contains 3668 members Mstep: Class 55 contains 5366 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1372 members Mstep: Class 58 contains 541 members Mstep: Class 59 contains 5781 members Mstep: Class 60 contains 4623 members Mstep: Class 61 contains 5501 members Mstep: Class 62 contains 5431 members Mstep: Class 63 contains 1001 members Mstep: Class 64 contains 795 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3591 members Mstep: Class 67 contains 342 members Mstep: Class 68 contains 2575 members Mstep: Class 69 contains 1428 members Mstep: Class 70 contains 856 members Mstep: Class 71 contains 1665 members Mstep: Class 72 contains 1253 members Mstep: Class 73 contains 735 members Mstep: Class 74 contains 2868 members Mstep: Class 75 contains 2644 members Mstep: Class 76 contains 7763 members Mstep: Class 77 contains 14982 members Mstep: Class 78 contains 1366 members Mstep: Class 79 contains 5967 members Mstep: Class 80 contains 20284 members Mstep: Class 81 contains 171 members Mstep: Class 82 contains 576 members Mstep: Class 83 contains 3097 members Mstep: Class 84 contains 1556 members Mstep: Class 85 contains 19329 members Mstep: Class 86 contains 802 members Mstep: Class 87 contains 801 members Mstep: Class 88 contains 8107 members Mstep: Class 89 contains 8634 members Mstep: Class 90 contains 1875 members Mstep: Class 91 contains 2203 members Mstep: Class 92 contains 1119 members Mstep: Class 93 contains 1275 members Mstep: Class 94 contains 2329 members Mstep: Class 95 contains 478 members Mstep: Class 96 contains 3349 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 282 members Mstep: Class 99 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -18685490.000000 Penalty: 42461.429688 Iteration 161Q: 100 clusters Score -1.868549e+07 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 1898 members Mstep: Class 3 contains 4541 members Mstep: Class 4 contains 31394 members Mstep: Class 5 contains 4788 members Mstep: Class 6 contains 8150 members Mstep: Class 7 contains 3382 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 476 members Mstep: Class 10 contains 820 members Mstep: Class 11 contains 517 members Mstep: Class 12 contains 350 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5430 members Mstep: Class 15 contains 22335 members Mstep: Class 16 contains 14304 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4184 members Mstep: Class 19 contains 1760 members Mstep: Class 20 contains 6550 members Mstep: Class 21 contains 11104 members Mstep: Class 22 contains 2417 members Mstep: Class 23 contains 10981 members Mstep: Class 24 contains 1808 members Mstep: Class 25 contains 3492 members Mstep: Class 26 contains 6848 members Mstep: Class 27 contains 1596 members Mstep: Class 28 contains 4261 members Mstep: Class 29 contains 3522 members Mstep: Class 30 contains 891 members Mstep: Class 31 contains 3199 members Mstep: Class 32 contains 14600 members Mstep: Class 33 contains 4888 members Mstep: Class 34 contains 7744 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 507 members Mstep: Class 37 contains 3009 members Mstep: Class 38 contains 2007 members Mstep: Class 39 contains 20959 members Mstep: Class 40 contains 4844 members Mstep: Class 41 contains 100 members Mstep: Class 42 contains 809 members Mstep: Class 43 contains 8804 members Mstep: Class 44 contains 11036 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4076 members Mstep: Class 47 contains 437 members Mstep: Class 48 contains 7139 members Mstep: Class 49 contains 6594 members Mstep: Class 50 contains 941 members Mstep: Class 51 contains 3694 members Mstep: Class 52 contains 462 members Mstep: Class 53 contains 4337 members Mstep: Class 54 contains 3678 members Mstep: Class 55 contains 5365 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1401 members Mstep: Class 58 contains 535 members Mstep: Class 59 contains 5912 members Mstep: Class 60 contains 4623 members Mstep: Class 61 contains 5513 members Mstep: Class 62 contains 5405 members Mstep: Class 63 contains 989 members Mstep: Class 64 contains 794 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3567 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2569 members Mstep: Class 69 contains 1439 members Mstep: Class 70 contains 856 members Mstep: Class 71 contains 1667 members Mstep: Class 72 contains 1222 members Mstep: Class 73 contains 737 members Mstep: Class 74 contains 2807 members Mstep: Class 75 contains 2585 members Mstep: Class 76 contains 8011 members Mstep: Class 77 contains 14977 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5942 members Mstep: Class 80 contains 20243 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 559 members Mstep: Class 83 contains 3084 members Mstep: Class 84 contains 1562 members Mstep: Class 85 contains 18780 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 7687 members Mstep: Class 89 contains 8663 members Mstep: Class 90 contains 1914 members Mstep: Class 91 contains 2130 members Mstep: Class 92 contains 1309 members Mstep: Class 93 contains 1310 members Mstep: Class 94 contains 2434 members Mstep: Class 95 contains 489 members Mstep: Class 96 contains 3910 members Mstep: Class 97 contains 157 members Mstep: Class 98 contains 345 members Mstep: Class 99 contains 2049 members Entering Unmasked Estep ConsiderDeletion Score: -18687094.000000 Penalty: 42461.429688 Iteration 162Q: 100 clusters Score -1.868709e+07 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1669 members Mstep: Class 3 contains 4488 members Mstep: Class 4 contains 31317 members Mstep: Class 5 contains 4788 members Mstep: Class 6 contains 8151 members Mstep: Class 7 contains 3393 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 490 members Mstep: Class 10 contains 852 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 350 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5417 members Mstep: Class 15 contains 22328 members Mstep: Class 16 contains 14304 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4164 members Mstep: Class 19 contains 1783 members Mstep: Class 20 contains 6524 members Mstep: Class 21 contains 11103 members Mstep: Class 22 contains 2405 members Mstep: Class 23 contains 10905 members Mstep: Class 24 contains 1841 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6853 members Mstep: Class 27 contains 1652 members Mstep: Class 28 contains 4251 members Mstep: Class 29 contains 3525 members Mstep: Class 30 contains 858 members Mstep: Class 31 contains 3185 members Mstep: Class 32 contains 14597 members Mstep: Class 33 contains 4885 members Mstep: Class 34 contains 8078 members Mstep: Class 35 contains 2789 members Mstep: Class 36 contains 556 members Mstep: Class 37 contains 3011 members Mstep: Class 38 contains 2007 members Mstep: Class 39 contains 20940 members Mstep: Class 40 contains 4832 members Mstep: Class 41 contains 101 members Mstep: Class 42 contains 812 members Mstep: Class 43 contains 8762 members Mstep: Class 44 contains 10987 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4067 members Mstep: Class 47 contains 434 members Mstep: Class 48 contains 7143 members Mstep: Class 49 contains 6686 members Mstep: Class 50 contains 938 members Mstep: Class 51 contains 3693 members Mstep: Class 52 contains 460 members Mstep: Class 53 contains 4342 members Mstep: Class 54 contains 3690 members Mstep: Class 55 contains 5363 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1421 members Mstep: Class 58 contains 525 members Mstep: Class 59 contains 6074 members Mstep: Class 60 contains 4623 members Mstep: Class 61 contains 5517 members Mstep: Class 62 contains 5398 members Mstep: Class 63 contains 977 members Mstep: Class 64 contains 788 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3557 members Mstep: Class 67 contains 295 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1455 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1676 members Mstep: Class 72 contains 1199 members Mstep: Class 73 contains 738 members Mstep: Class 74 contains 2795 members Mstep: Class 75 contains 2520 members Mstep: Class 76 contains 8282 members Mstep: Class 77 contains 14977 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5910 members Mstep: Class 80 contains 20208 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 547 members Mstep: Class 83 contains 3070 members Mstep: Class 84 contains 1573 members Mstep: Class 85 contains 18322 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 800 members Mstep: Class 88 contains 7253 members Mstep: Class 89 contains 8685 members Mstep: Class 90 contains 1938 members Mstep: Class 91 contains 2039 members Mstep: Class 92 contains 1393 members Mstep: Class 93 contains 1336 members Mstep: Class 94 contains 2494 members Mstep: Class 95 contains 497 members Mstep: Class 96 contains 4412 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 396 members Mstep: Class 99 contains 2072 members Entering Unmasked Estep ConsiderDeletion Score: -18688364.000000 Penalty: 42461.429688 Iteration 163Q: 100 clusters Score -1.868836e+07 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 1512 members Mstep: Class 3 contains 4434 members Mstep: Class 4 contains 31252 members Mstep: Class 5 contains 4787 members Mstep: Class 6 contains 8147 members Mstep: Class 7 contains 3402 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 495 members Mstep: Class 10 contains 874 members Mstep: Class 11 contains 411 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5407 members Mstep: Class 15 contains 22321 members Mstep: Class 16 contains 14308 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4129 members Mstep: Class 19 contains 1804 members Mstep: Class 20 contains 6512 members Mstep: Class 21 contains 11099 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 10852 members Mstep: Class 24 contains 1860 members Mstep: Class 25 contains 3495 members Mstep: Class 26 contains 6854 members Mstep: Class 27 contains 1691 members Mstep: Class 28 contains 4240 members Mstep: Class 29 contains 3528 members Mstep: Class 30 contains 840 members Mstep: Class 31 contains 3166 members Mstep: Class 32 contains 14597 members Mstep: Class 33 contains 4882 members Mstep: Class 34 contains 8391 members Mstep: Class 35 contains 2788 members Mstep: Class 36 contains 626 members Mstep: Class 37 contains 3014 members Mstep: Class 38 contains 2008 members Mstep: Class 39 contains 20914 members Mstep: Class 40 contains 4820 members Mstep: Class 41 contains 104 members Mstep: Class 42 contains 820 members Mstep: Class 43 contains 8728 members Mstep: Class 44 contains 10957 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4059 members Mstep: Class 47 contains 433 members Mstep: Class 48 contains 7145 members Mstep: Class 49 contains 6758 members Mstep: Class 50 contains 937 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 461 members Mstep: Class 53 contains 4344 members Mstep: Class 54 contains 3696 members Mstep: Class 55 contains 5360 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1444 members Mstep: Class 58 contains 517 members Mstep: Class 59 contains 6277 members Mstep: Class 60 contains 4630 members Mstep: Class 61 contains 5527 members Mstep: Class 62 contains 5355 members Mstep: Class 63 contains 968 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3571 members Mstep: Class 67 contains 287 members Mstep: Class 68 contains 2564 members Mstep: Class 69 contains 1466 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1689 members Mstep: Class 72 contains 1181 members Mstep: Class 73 contains 740 members Mstep: Class 74 contains 2792 members Mstep: Class 75 contains 2475 members Mstep: Class 76 contains 8513 members Mstep: Class 77 contains 14977 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5870 members Mstep: Class 80 contains 20178 members Mstep: Class 81 contains 170 members Mstep: Class 82 contains 535 members Mstep: Class 83 contains 3062 members Mstep: Class 84 contains 1581 members Mstep: Class 85 contains 17935 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 800 members Mstep: Class 88 contains 6817 members Mstep: Class 89 contains 8703 members Mstep: Class 90 contains 1958 members Mstep: Class 91 contains 1939 members Mstep: Class 92 contains 1458 members Mstep: Class 93 contains 1355 members Mstep: Class 94 contains 2528 members Mstep: Class 95 contains 500 members Mstep: Class 96 contains 4848 members Mstep: Class 97 contains 161 members Mstep: Class 98 contains 433 members Mstep: Class 99 contains 2080 members Entering Unmasked Estep ConsiderDeletion Score: -18689868.000000 Penalty: 42461.429688 Iteration 164Q: 100 clusters Score -1.868987e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 1482 members Mstep: Class 3 contains 4380 members Mstep: Class 4 contains 31189 members Mstep: Class 5 contains 4786 members Mstep: Class 6 contains 8149 members Mstep: Class 7 contains 3409 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 501 members Mstep: Class 10 contains 883 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 5392 members Mstep: Class 15 contains 22311 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4100 members Mstep: Class 19 contains 1822 members Mstep: Class 20 contains 6506 members Mstep: Class 21 contains 11096 members Mstep: Class 22 contains 2382 members Mstep: Class 23 contains 10804 members Mstep: Class 24 contains 1870 members Mstep: Class 25 contains 3504 members Mstep: Class 26 contains 6855 members Mstep: Class 27 contains 1722 members Mstep: Class 28 contains 4220 members Mstep: Class 29 contains 3531 members Mstep: Class 30 contains 826 members Mstep: Class 31 contains 3147 members Mstep: Class 32 contains 14600 members Mstep: Class 33 contains 4879 members Mstep: Class 34 contains 8706 members Mstep: Class 35 contains 2788 members Mstep: Class 36 contains 718 members Mstep: Class 37 contains 3015 members Mstep: Class 38 contains 2012 members Mstep: Class 39 contains 20904 members Mstep: Class 40 contains 4805 members Mstep: Class 41 contains 108 members Mstep: Class 42 contains 830 members Mstep: Class 43 contains 8701 members Mstep: Class 44 contains 10936 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4052 members Mstep: Class 47 contains 432 members Mstep: Class 48 contains 7147 members Mstep: Class 49 contains 6822 members Mstep: Class 50 contains 932 members Mstep: Class 51 contains 3696 members Mstep: Class 52 contains 467 members Mstep: Class 53 contains 4347 members Mstep: Class 54 contains 3704 members Mstep: Class 55 contains 5357 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1455 members Mstep: Class 58 contains 513 members Mstep: Class 59 contains 6507 members Mstep: Class 60 contains 4637 members Mstep: Class 61 contains 5528 members Mstep: Class 62 contains 5322 members Mstep: Class 63 contains 956 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3601 members Mstep: Class 67 contains 286 members Mstep: Class 68 contains 2560 members Mstep: Class 69 contains 1478 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1703 members Mstep: Class 72 contains 1172 members Mstep: Class 73 contains 739 members Mstep: Class 74 contains 2791 members Mstep: Class 75 contains 2431 members Mstep: Class 76 contains 8614 members Mstep: Class 77 contains 14975 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5831 members Mstep: Class 80 contains 20158 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 525 members Mstep: Class 83 contains 3057 members Mstep: Class 84 contains 1595 members Mstep: Class 85 contains 17566 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 796 members Mstep: Class 88 contains 6329 members Mstep: Class 89 contains 8721 members Mstep: Class 90 contains 1966 members Mstep: Class 91 contains 1837 members Mstep: Class 92 contains 1496 members Mstep: Class 93 contains 1373 members Mstep: Class 94 contains 2555 members Mstep: Class 95 contains 499 members Mstep: Class 96 contains 5263 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 465 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18691056.000000 Penalty: 42461.429688 Iteration 165Q: 100 clusters Score -1.869106e+07 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1493 members Mstep: Class 3 contains 4330 members Mstep: Class 4 contains 31128 members Mstep: Class 5 contains 4785 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 3413 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 883 members Mstep: Class 11 contains 360 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 5385 members Mstep: Class 15 contains 22301 members Mstep: Class 16 contains 14313 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4074 members Mstep: Class 19 contains 1833 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11096 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 10773 members Mstep: Class 24 contains 1868 members Mstep: Class 25 contains 3505 members Mstep: Class 26 contains 6855 members Mstep: Class 27 contains 1745 members Mstep: Class 28 contains 4195 members Mstep: Class 29 contains 3532 members Mstep: Class 30 contains 814 members Mstep: Class 31 contains 3130 members Mstep: Class 32 contains 14608 members Mstep: Class 33 contains 4880 members Mstep: Class 34 contains 9037 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 784 members Mstep: Class 37 contains 3015 members Mstep: Class 38 contains 2014 members Mstep: Class 39 contains 20891 members Mstep: Class 40 contains 4786 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 841 members Mstep: Class 43 contains 8678 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4041 members Mstep: Class 47 contains 431 members Mstep: Class 48 contains 7148 members Mstep: Class 49 contains 6879 members Mstep: Class 50 contains 932 members Mstep: Class 51 contains 3700 members Mstep: Class 52 contains 468 members Mstep: Class 53 contains 4349 members Mstep: Class 54 contains 3717 members Mstep: Class 55 contains 5355 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1476 members Mstep: Class 58 contains 509 members Mstep: Class 59 contains 6750 members Mstep: Class 60 contains 4651 members Mstep: Class 61 contains 5524 members Mstep: Class 62 contains 5318 members Mstep: Class 63 contains 944 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3669 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 2552 members Mstep: Class 69 contains 1495 members Mstep: Class 70 contains 854 members Mstep: Class 71 contains 1716 members Mstep: Class 72 contains 1160 members Mstep: Class 73 contains 739 members Mstep: Class 74 contains 2797 members Mstep: Class 75 contains 2391 members Mstep: Class 76 contains 8618 members Mstep: Class 77 contains 14976 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5803 members Mstep: Class 80 contains 20139 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 514 members Mstep: Class 83 contains 3055 members Mstep: Class 84 contains 1617 members Mstep: Class 85 contains 17148 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 795 members Mstep: Class 88 contains 5830 members Mstep: Class 89 contains 8737 members Mstep: Class 90 contains 1983 members Mstep: Class 91 contains 1722 members Mstep: Class 92 contains 1524 members Mstep: Class 93 contains 1388 members Mstep: Class 94 contains 2580 members Mstep: Class 95 contains 499 members Mstep: Class 96 contains 5670 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 502 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18691960.000000 Penalty: 42461.429688 Iteration 166Q: 100 clusters Score -1.869196e+07 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4300 members Mstep: Class 4 contains 31071 members Mstep: Class 5 contains 4786 members Mstep: Class 6 contains 8149 members Mstep: Class 7 contains 3411 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 509 members Mstep: Class 10 contains 877 members Mstep: Class 11 contains 365 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5378 members Mstep: Class 15 contains 22291 members Mstep: Class 16 contains 14313 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4050 members Mstep: Class 19 contains 1827 members Mstep: Class 20 contains 6504 members Mstep: Class 21 contains 11092 members Mstep: Class 22 contains 2345 members Mstep: Class 23 contains 10750 members Mstep: Class 24 contains 1870 members Mstep: Class 25 contains 3501 members Mstep: Class 26 contains 6854 members Mstep: Class 27 contains 1764 members Mstep: Class 28 contains 4166 members Mstep: Class 29 contains 3533 members Mstep: Class 30 contains 811 members Mstep: Class 31 contains 3119 members Mstep: Class 32 contains 14624 members Mstep: Class 33 contains 4883 members Mstep: Class 34 contains 9343 members Mstep: Class 35 contains 2777 members Mstep: Class 36 contains 835 members Mstep: Class 37 contains 3011 members Mstep: Class 38 contains 2015 members Mstep: Class 39 contains 20879 members Mstep: Class 40 contains 4758 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 849 members Mstep: Class 43 contains 8665 members Mstep: Class 44 contains 10903 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4033 members Mstep: Class 47 contains 436 members Mstep: Class 48 contains 7150 members Mstep: Class 49 contains 6938 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3701 members Mstep: Class 52 contains 462 members Mstep: Class 53 contains 4348 members Mstep: Class 54 contains 3728 members Mstep: Class 55 contains 5352 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1496 members Mstep: Class 58 contains 506 members Mstep: Class 59 contains 7029 members Mstep: Class 60 contains 4672 members Mstep: Class 61 contains 5527 members Mstep: Class 62 contains 5352 members Mstep: Class 63 contains 940 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3747 members Mstep: Class 67 contains 300 members Mstep: Class 68 contains 2555 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1725 members Mstep: Class 72 contains 1154 members Mstep: Class 73 contains 741 members Mstep: Class 74 contains 2810 members Mstep: Class 75 contains 2354 members Mstep: Class 76 contains 8617 members Mstep: Class 77 contains 14975 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5775 members Mstep: Class 80 contains 20121 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 511 members Mstep: Class 83 contains 3054 members Mstep: Class 84 contains 1640 members Mstep: Class 85 contains 16746 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 795 members Mstep: Class 88 contains 5322 members Mstep: Class 89 contains 8756 members Mstep: Class 90 contains 2009 members Mstep: Class 91 contains 1601 members Mstep: Class 92 contains 1540 members Mstep: Class 93 contains 1407 members Mstep: Class 94 contains 2594 members Mstep: Class 95 contains 501 members Mstep: Class 96 contains 6026 members Mstep: Class 97 contains 161 members Mstep: Class 98 contains 530 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18692806.000000 Penalty: 42461.429688 Iteration 167Q: 100 clusters Score -1.869281e+07 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 1502 members Mstep: Class 3 contains 4263 members Mstep: Class 4 contains 31006 members Mstep: Class 5 contains 4785 members Mstep: Class 6 contains 8149 members Mstep: Class 7 contains 3413 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 513 members Mstep: Class 10 contains 889 members Mstep: Class 11 contains 365 members Mstep: Class 12 contains 349 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5374 members Mstep: Class 15 contains 22284 members Mstep: Class 16 contains 14309 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4035 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 6500 members Mstep: Class 21 contains 11094 members Mstep: Class 22 contains 2327 members Mstep: Class 23 contains 10729 members Mstep: Class 24 contains 1871 members Mstep: Class 25 contains 3496 members Mstep: Class 26 contains 6845 members Mstep: Class 27 contains 1778 members Mstep: Class 28 contains 4135 members Mstep: Class 29 contains 3536 members Mstep: Class 30 contains 804 members Mstep: Class 31 contains 3107 members Mstep: Class 32 contains 14647 members Mstep: Class 33 contains 4883 members Mstep: Class 34 contains 9594 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 898 members Mstep: Class 37 contains 3009 members Mstep: Class 38 contains 2015 members Mstep: Class 39 contains 20861 members Mstep: Class 40 contains 4713 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 859 members Mstep: Class 43 contains 8654 members Mstep: Class 44 contains 10892 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4029 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7152 members Mstep: Class 49 contains 6984 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3707 members Mstep: Class 52 contains 465 members Mstep: Class 53 contains 4351 members Mstep: Class 54 contains 3737 members Mstep: Class 55 contains 5345 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1513 members Mstep: Class 58 contains 502 members Mstep: Class 59 contains 7308 members Mstep: Class 60 contains 4697 members Mstep: Class 61 contains 5534 members Mstep: Class 62 contains 5361 members Mstep: Class 63 contains 936 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3855 members Mstep: Class 67 contains 303 members Mstep: Class 68 contains 2553 members Mstep: Class 69 contains 1511 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1732 members Mstep: Class 72 contains 1145 members Mstep: Class 73 contains 742 members Mstep: Class 74 contains 2826 members Mstep: Class 75 contains 2325 members Mstep: Class 76 contains 8615 members Mstep: Class 77 contains 14974 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5728 members Mstep: Class 80 contains 20095 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 505 members Mstep: Class 83 contains 3055 members Mstep: Class 84 contains 1655 members Mstep: Class 85 contains 16428 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 798 members Mstep: Class 88 contains 4845 members Mstep: Class 89 contains 8780 members Mstep: Class 90 contains 2029 members Mstep: Class 91 contains 1498 members Mstep: Class 92 contains 1550 members Mstep: Class 93 contains 1426 members Mstep: Class 94 contains 2611 members Mstep: Class 95 contains 504 members Mstep: Class 96 contains 6292 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 565 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18693494.000000 Penalty: 42461.429688 Iteration 168Q: 100 clusters Score -1.869349e+07 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 1504 members Mstep: Class 3 contains 4235 members Mstep: Class 4 contains 30941 members Mstep: Class 5 contains 4784 members Mstep: Class 6 contains 8150 members Mstep: Class 7 contains 3413 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 516 members Mstep: Class 10 contains 897 members Mstep: Class 11 contains 364 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5374 members Mstep: Class 15 contains 22281 members Mstep: Class 16 contains 14305 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4018 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 6499 members Mstep: Class 21 contains 11093 members Mstep: Class 22 contains 2313 members Mstep: Class 23 contains 10711 members Mstep: Class 24 contains 1869 members Mstep: Class 25 contains 3494 members Mstep: Class 26 contains 6833 members Mstep: Class 27 contains 1795 members Mstep: Class 28 contains 4103 members Mstep: Class 29 contains 3540 members Mstep: Class 30 contains 798 members Mstep: Class 31 contains 3095 members Mstep: Class 32 contains 14669 members Mstep: Class 33 contains 4882 members Mstep: Class 34 contains 9872 members Mstep: Class 35 contains 2785 members Mstep: Class 36 contains 951 members Mstep: Class 37 contains 3010 members Mstep: Class 38 contains 2017 members Mstep: Class 39 contains 20839 members Mstep: Class 40 contains 4652 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 863 members Mstep: Class 43 contains 8647 members Mstep: Class 44 contains 10881 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4028 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7158 members Mstep: Class 49 contains 7025 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3709 members Mstep: Class 52 contains 469 members Mstep: Class 53 contains 4353 members Mstep: Class 54 contains 3748 members Mstep: Class 55 contains 5337 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1529 members Mstep: Class 58 contains 491 members Mstep: Class 59 contains 7595 members Mstep: Class 60 contains 4714 members Mstep: Class 61 contains 5541 members Mstep: Class 62 contains 5366 members Mstep: Class 63 contains 940 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 3991 members Mstep: Class 67 contains 305 members Mstep: Class 68 contains 2551 members Mstep: Class 69 contains 1517 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1736 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 740 members Mstep: Class 74 contains 2840 members Mstep: Class 75 contains 2289 members Mstep: Class 76 contains 8611 members Mstep: Class 77 contains 14972 members Mstep: Class 78 contains 1371 members Mstep: Class 79 contains 5683 members Mstep: Class 80 contains 20084 members Mstep: Class 81 contains 169 members Mstep: Class 82 contains 503 members Mstep: Class 83 contains 3056 members Mstep: Class 84 contains 1665 members Mstep: Class 85 contains 16170 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 798 members Mstep: Class 88 contains 4356 members Mstep: Class 89 contains 8811 members Mstep: Class 90 contains 2052 members Mstep: Class 91 contains 1378 members Mstep: Class 92 contains 1556 members Mstep: Class 93 contains 1454 members Mstep: Class 94 contains 2626 members Mstep: Class 95 contains 507 members Mstep: Class 96 contains 6490 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 605 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18694068.000000 Penalty: 42461.429688 Iteration 169Q: 100 clusters Score -1.869407e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1504 members Mstep: Class 3 contains 4216 members Mstep: Class 4 contains 30890 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 8150 members Mstep: Class 7 contains 3414 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 522 members Mstep: Class 10 contains 913 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 22271 members Mstep: Class 16 contains 14308 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1832 members Mstep: Class 20 contains 6499 members Mstep: Class 21 contains 11092 members Mstep: Class 22 contains 2293 members Mstep: Class 23 contains 10688 members Mstep: Class 24 contains 1864 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6827 members Mstep: Class 27 contains 1806 members Mstep: Class 28 contains 4085 members Mstep: Class 29 contains 3541 members Mstep: Class 30 contains 788 members Mstep: Class 31 contains 3086 members Mstep: Class 32 contains 14703 members Mstep: Class 33 contains 4881 members Mstep: Class 34 contains 10123 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 994 members Mstep: Class 37 contains 3011 members Mstep: Class 38 contains 2018 members Mstep: Class 39 contains 20820 members Mstep: Class 40 contains 4585 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 866 members Mstep: Class 43 contains 8640 members Mstep: Class 44 contains 10875 members Mstep: Class 45 contains 1948 members Mstep: Class 46 contains 4028 members Mstep: Class 47 contains 434 members Mstep: Class 48 contains 7164 members Mstep: Class 49 contains 7070 members Mstep: Class 50 contains 932 members Mstep: Class 51 contains 3714 members Mstep: Class 52 contains 472 members Mstep: Class 53 contains 4351 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5332 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1538 members Mstep: Class 58 contains 486 members Mstep: Class 59 contains 7886 members Mstep: Class 60 contains 4728 members Mstep: Class 61 contains 5548 members Mstep: Class 62 contains 5374 members Mstep: Class 63 contains 940 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4109 members Mstep: Class 67 contains 306 members Mstep: Class 68 contains 2548 members Mstep: Class 69 contains 1524 members Mstep: Class 70 contains 853 members Mstep: Class 71 contains 1738 members Mstep: Class 72 contains 1140 members Mstep: Class 73 contains 741 members Mstep: Class 74 contains 2853 members Mstep: Class 75 contains 2244 members Mstep: Class 76 contains 8609 members Mstep: Class 77 contains 14971 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5640 members Mstep: Class 80 contains 20088 members Mstep: Class 81 contains 170 members Mstep: Class 82 contains 502 members Mstep: Class 83 contains 3057 members Mstep: Class 84 contains 1675 members Mstep: Class 85 contains 15952 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 799 members Mstep: Class 88 contains 3879 members Mstep: Class 89 contains 8833 members Mstep: Class 90 contains 2070 members Mstep: Class 91 contains 1257 members Mstep: Class 92 contains 1563 members Mstep: Class 93 contains 1488 members Mstep: Class 94 contains 2643 members Mstep: Class 95 contains 510 members Mstep: Class 96 contains 6662 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 645 members Mstep: Class 99 contains 2083 members Entering Unmasked Estep ConsiderDeletion Score: -18694624.000000 Penalty: 42461.429688 Iteration 170Q: 100 clusters Score -1.869462e+07 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1503 members Mstep: Class 3 contains 4193 members Mstep: Class 4 contains 30835 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8147 members Mstep: Class 7 contains 3416 members Mstep: Class 8 contains 571 members Mstep: Class 9 contains 527 members Mstep: Class 10 contains 928 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 22264 members Mstep: Class 16 contains 14311 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3996 members Mstep: Class 19 contains 1833 members Mstep: Class 20 contains 6498 members Mstep: Class 21 contains 11093 members Mstep: Class 22 contains 2282 members Mstep: Class 23 contains 10673 members Mstep: Class 24 contains 1860 members Mstep: Class 25 contains 3487 members Mstep: Class 26 contains 6824 members Mstep: Class 27 contains 1825 members Mstep: Class 28 contains 4068 members Mstep: Class 29 contains 3545 members Mstep: Class 30 contains 780 members Mstep: Class 31 contains 3079 members Mstep: Class 32 contains 14740 members Mstep: Class 33 contains 4879 members Mstep: Class 34 contains 10356 members Mstep: Class 35 contains 2789 members Mstep: Class 36 contains 1024 members Mstep: Class 37 contains 3013 members Mstep: Class 38 contains 2021 members Mstep: Class 39 contains 20799 members Mstep: Class 40 contains 4547 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 869 members Mstep: Class 43 contains 8632 members Mstep: Class 44 contains 10861 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4027 members Mstep: Class 47 contains 434 members Mstep: Class 48 contains 7166 members Mstep: Class 49 contains 7099 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3720 members Mstep: Class 52 contains 474 members Mstep: Class 53 contains 4351 members Mstep: Class 54 contains 3742 members Mstep: Class 55 contains 5325 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1546 members Mstep: Class 58 contains 482 members Mstep: Class 59 contains 8159 members Mstep: Class 60 contains 4740 members Mstep: Class 61 contains 5558 members Mstep: Class 62 contains 5379 members Mstep: Class 63 contains 938 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4246 members Mstep: Class 67 contains 306 members Mstep: Class 68 contains 2547 members Mstep: Class 69 contains 1530 members Mstep: Class 70 contains 852 members Mstep: Class 71 contains 1741 members Mstep: Class 72 contains 1141 members Mstep: Class 73 contains 742 members Mstep: Class 74 contains 2864 members Mstep: Class 75 contains 2204 members Mstep: Class 76 contains 8604 members Mstep: Class 77 contains 14967 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5605 members Mstep: Class 80 contains 20091 members Mstep: Class 81 contains 170 members Mstep: Class 82 contains 501 members Mstep: Class 83 contains 3058 members Mstep: Class 84 contains 1680 members Mstep: Class 85 contains 15732 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 801 members Mstep: Class 88 contains 3435 members Mstep: Class 89 contains 8847 members Mstep: Class 90 contains 2070 members Mstep: Class 91 contains 1131 members Mstep: Class 92 contains 1565 members Mstep: Class 93 contains 1522 members Mstep: Class 94 contains 2654 members Mstep: Class 95 contains 511 members Mstep: Class 96 contains 6819 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 707 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18695254.000000 Penalty: 42461.429688 Iteration 171Q: 100 clusters Score -1.869525e+07 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 1502 members Mstep: Class 3 contains 4181 members Mstep: Class 4 contains 30776 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8146 members Mstep: Class 7 contains 3418 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 532 members Mstep: Class 10 contains 935 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5354 members Mstep: Class 15 contains 22266 members Mstep: Class 16 contains 14313 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3992 members Mstep: Class 19 contains 1836 members Mstep: Class 20 contains 6497 members Mstep: Class 21 contains 11096 members Mstep: Class 22 contains 2271 members Mstep: Class 23 contains 10659 members Mstep: Class 24 contains 1860 members Mstep: Class 25 contains 3488 members Mstep: Class 26 contains 6815 members Mstep: Class 27 contains 1839 members Mstep: Class 28 contains 4043 members Mstep: Class 29 contains 3546 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3072 members Mstep: Class 32 contains 14768 members Mstep: Class 33 contains 4879 members Mstep: Class 34 contains 10564 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 1043 members Mstep: Class 37 contains 3015 members Mstep: Class 38 contains 2024 members Mstep: Class 39 contains 20779 members Mstep: Class 40 contains 4531 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 871 members Mstep: Class 43 contains 8625 members Mstep: Class 44 contains 10851 members Mstep: Class 45 contains 1947 members Mstep: Class 46 contains 4026 members Mstep: Class 47 contains 434 members Mstep: Class 48 contains 7172 members Mstep: Class 49 contains 7117 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3725 members Mstep: Class 52 contains 478 members Mstep: Class 53 contains 4352 members Mstep: Class 54 contains 3733 members Mstep: Class 55 contains 5314 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1555 members Mstep: Class 58 contains 475 members Mstep: Class 59 contains 8432 members Mstep: Class 60 contains 4754 members Mstep: Class 61 contains 5562 members Mstep: Class 62 contains 5373 members Mstep: Class 63 contains 932 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4418 members Mstep: Class 67 contains 306 members Mstep: Class 68 contains 2546 members Mstep: Class 69 contains 1536 members Mstep: Class 70 contains 852 members Mstep: Class 71 contains 1745 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 741 members Mstep: Class 74 contains 2877 members Mstep: Class 75 contains 2178 members Mstep: Class 76 contains 8592 members Mstep: Class 77 contains 14964 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5574 members Mstep: Class 80 contains 20093 members Mstep: Class 81 contains 172 members Mstep: Class 82 contains 500 members Mstep: Class 83 contains 3059 members Mstep: Class 84 contains 1688 members Mstep: Class 85 contains 15531 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 802 members Mstep: Class 88 contains 3019 members Mstep: Class 89 contains 8866 members Mstep: Class 90 contains 2071 members Mstep: Class 91 contains 1016 members Mstep: Class 92 contains 1566 members Mstep: Class 93 contains 1554 members Mstep: Class 94 contains 2661 members Mstep: Class 95 contains 511 members Mstep: Class 96 contains 6938 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 743 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18695764.000000 Penalty: 42461.429688 Iteration 172Q: 100 clusters Score -1.869576e+07 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 1501 members Mstep: Class 3 contains 4186 members Mstep: Class 4 contains 30722 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8145 members Mstep: Class 7 contains 3418 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 533 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5349 members Mstep: Class 15 contains 22265 members Mstep: Class 16 contains 14312 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3993 members Mstep: Class 19 contains 1836 members Mstep: Class 20 contains 6499 members Mstep: Class 21 contains 11097 members Mstep: Class 22 contains 2255 members Mstep: Class 23 contains 10650 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3487 members Mstep: Class 26 contains 6805 members Mstep: Class 27 contains 1847 members Mstep: Class 28 contains 4023 members Mstep: Class 29 contains 3549 members Mstep: Class 30 contains 766 members Mstep: Class 31 contains 3067 members Mstep: Class 32 contains 14784 members Mstep: Class 33 contains 4879 members Mstep: Class 34 contains 10726 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 1049 members Mstep: Class 37 contains 3017 members Mstep: Class 38 contains 2028 members Mstep: Class 39 contains 20764 members Mstep: Class 40 contains 4524 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 872 members Mstep: Class 43 contains 8620 members Mstep: Class 44 contains 10844 members Mstep: Class 45 contains 1946 members Mstep: Class 46 contains 4025 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7177 members Mstep: Class 49 contains 7136 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3731 members Mstep: Class 52 contains 481 members Mstep: Class 53 contains 4353 members Mstep: Class 54 contains 3709 members Mstep: Class 55 contains 5308 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1559 members Mstep: Class 58 contains 476 members Mstep: Class 59 contains 8675 members Mstep: Class 60 contains 4766 members Mstep: Class 61 contains 5570 members Mstep: Class 62 contains 5353 members Mstep: Class 63 contains 932 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4570 members Mstep: Class 67 contains 306 members Mstep: Class 68 contains 2548 members Mstep: Class 69 contains 1546 members Mstep: Class 70 contains 851 members Mstep: Class 71 contains 1748 members Mstep: Class 72 contains 1135 members Mstep: Class 73 contains 741 members Mstep: Class 74 contains 2893 members Mstep: Class 75 contains 2151 members Mstep: Class 76 contains 8586 members Mstep: Class 77 contains 14959 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5543 members Mstep: Class 80 contains 20095 members Mstep: Class 81 contains 173 members Mstep: Class 82 contains 499 members Mstep: Class 83 contains 3060 members Mstep: Class 84 contains 1694 members Mstep: Class 85 contains 15335 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 803 members Mstep: Class 88 contains 2668 members Mstep: Class 89 contains 8888 members Mstep: Class 90 contains 2074 members Mstep: Class 91 contains 925 members Mstep: Class 92 contains 1570 members Mstep: Class 93 contains 1584 members Mstep: Class 94 contains 2669 members Mstep: Class 95 contains 513 members Mstep: Class 96 contains 7049 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 780 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18696208.000000 Penalty: 42461.429688 Iteration 173Q: 100 clusters Score -1.869621e+07 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 1500 members Mstep: Class 3 contains 4186 members Mstep: Class 4 contains 30652 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8141 members Mstep: Class 7 contains 3417 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 534 members Mstep: Class 10 contains 959 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 5346 members Mstep: Class 15 contains 22260 members Mstep: Class 16 contains 14311 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3996 members Mstep: Class 19 contains 1836 members Mstep: Class 20 contains 6499 members Mstep: Class 21 contains 11096 members Mstep: Class 22 contains 2243 members Mstep: Class 23 contains 10646 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3490 members Mstep: Class 26 contains 6800 members Mstep: Class 27 contains 1853 members Mstep: Class 28 contains 4008 members Mstep: Class 29 contains 3555 members Mstep: Class 30 contains 763 members Mstep: Class 31 contains 3059 members Mstep: Class 32 contains 14817 members Mstep: Class 33 contains 4881 members Mstep: Class 34 contains 10864 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1051 members Mstep: Class 37 contains 3017 members Mstep: Class 38 contains 2029 members Mstep: Class 39 contains 20759 members Mstep: Class 40 contains 4523 members Mstep: Class 41 contains 111 members Mstep: Class 42 contains 875 members Mstep: Class 43 contains 8617 members Mstep: Class 44 contains 10839 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4022 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7185 members Mstep: Class 49 contains 7154 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3736 members Mstep: Class 52 contains 484 members Mstep: Class 53 contains 4352 members Mstep: Class 54 contains 3694 members Mstep: Class 55 contains 5304 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1563 members Mstep: Class 58 contains 478 members Mstep: Class 59 contains 8881 members Mstep: Class 60 contains 4783 members Mstep: Class 61 contains 5575 members Mstep: Class 62 contains 5336 members Mstep: Class 63 contains 931 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4711 members Mstep: Class 67 contains 306 members Mstep: Class 68 contains 2550 members Mstep: Class 69 contains 1551 members Mstep: Class 70 contains 850 members Mstep: Class 71 contains 1755 members Mstep: Class 72 contains 1135 members Mstep: Class 73 contains 742 members Mstep: Class 74 contains 2908 members Mstep: Class 75 contains 2126 members Mstep: Class 76 contains 8580 members Mstep: Class 77 contains 14956 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5514 members Mstep: Class 80 contains 20077 members Mstep: Class 81 contains 175 members Mstep: Class 82 contains 498 members Mstep: Class 83 contains 3062 members Mstep: Class 84 contains 1701 members Mstep: Class 85 contains 15146 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 804 members Mstep: Class 88 contains 2357 members Mstep: Class 89 contains 8905 members Mstep: Class 90 contains 2076 members Mstep: Class 91 contains 854 members Mstep: Class 92 contains 1572 members Mstep: Class 93 contains 1609 members Mstep: Class 94 contains 2681 members Mstep: Class 95 contains 516 members Mstep: Class 96 contains 7148 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 808 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18696560.000000 Penalty: 42461.429688 Iteration 174Q: 100 clusters Score -1.869656e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 1500 members Mstep: Class 3 contains 4190 members Mstep: Class 4 contains 30590 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8140 members Mstep: Class 7 contains 3418 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 536 members Mstep: Class 10 contains 966 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 346 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 5344 members Mstep: Class 15 contains 22256 members Mstep: Class 16 contains 14313 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3995 members Mstep: Class 19 contains 1839 members Mstep: Class 20 contains 6498 members Mstep: Class 21 contains 11102 members Mstep: Class 22 contains 2227 members Mstep: Class 23 contains 10639 members Mstep: Class 24 contains 1842 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6789 members Mstep: Class 27 contains 1858 members Mstep: Class 28 contains 3992 members Mstep: Class 29 contains 3557 members Mstep: Class 30 contains 763 members Mstep: Class 31 contains 3050 members Mstep: Class 32 contains 14842 members Mstep: Class 33 contains 4882 members Mstep: Class 34 contains 10993 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1054 members Mstep: Class 37 contains 3016 members Mstep: Class 38 contains 2032 members Mstep: Class 39 contains 20757 members Mstep: Class 40 contains 4518 members Mstep: Class 41 contains 112 members Mstep: Class 42 contains 876 members Mstep: Class 43 contains 8616 members Mstep: Class 44 contains 10836 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4025 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7191 members Mstep: Class 49 contains 7168 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3739 members Mstep: Class 52 contains 483 members Mstep: Class 53 contains 4351 members Mstep: Class 54 contains 3682 members Mstep: Class 55 contains 5301 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1564 members Mstep: Class 58 contains 477 members Mstep: Class 59 contains 9063 members Mstep: Class 60 contains 4795 members Mstep: Class 61 contains 5576 members Mstep: Class 62 contains 5328 members Mstep: Class 63 contains 931 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4831 members Mstep: Class 67 contains 307 members Mstep: Class 68 contains 2549 members Mstep: Class 69 contains 1552 members Mstep: Class 70 contains 849 members Mstep: Class 71 contains 1760 members Mstep: Class 72 contains 1131 members Mstep: Class 73 contains 741 members Mstep: Class 74 contains 2919 members Mstep: Class 75 contains 2113 members Mstep: Class 76 contains 8573 members Mstep: Class 77 contains 14954 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5490 members Mstep: Class 80 contains 20067 members Mstep: Class 81 contains 175 members Mstep: Class 82 contains 496 members Mstep: Class 83 contains 3061 members Mstep: Class 84 contains 1710 members Mstep: Class 85 contains 14998 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 806 members Mstep: Class 88 contains 2079 members Mstep: Class 89 contains 8918 members Mstep: Class 90 contains 2086 members Mstep: Class 91 contains 786 members Mstep: Class 92 contains 1574 members Mstep: Class 93 contains 1631 members Mstep: Class 94 contains 2691 members Mstep: Class 95 contains 519 members Mstep: Class 96 contains 7228 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 841 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18696910.000000 Penalty: 42461.429688 Iteration 175Q: 100 clusters Score -1.869691e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 1499 members Mstep: Class 3 contains 4184 members Mstep: Class 4 contains 30536 members Mstep: Class 5 contains 4784 members Mstep: Class 6 contains 8138 members Mstep: Class 7 contains 3418 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 539 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 346 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 22250 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4002 members Mstep: Class 19 contains 1843 members Mstep: Class 20 contains 6499 members Mstep: Class 21 contains 11107 members Mstep: Class 22 contains 2207 members Mstep: Class 23 contains 10637 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6787 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3978 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 761 members Mstep: Class 31 contains 3046 members Mstep: Class 32 contains 14865 members Mstep: Class 33 contains 4879 members Mstep: Class 34 contains 11089 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1054 members Mstep: Class 37 contains 3017 members Mstep: Class 38 contains 2033 members Mstep: Class 39 contains 20757 members Mstep: Class 40 contains 4520 members Mstep: Class 41 contains 112 members Mstep: Class 42 contains 877 members Mstep: Class 43 contains 8616 members Mstep: Class 44 contains 10836 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4028 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7193 members Mstep: Class 49 contains 7185 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3743 members Mstep: Class 52 contains 482 members Mstep: Class 53 contains 4350 members Mstep: Class 54 contains 3673 members Mstep: Class 55 contains 5299 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1565 members Mstep: Class 58 contains 476 members Mstep: Class 59 contains 9231 members Mstep: Class 60 contains 4811 members Mstep: Class 61 contains 5574 members Mstep: Class 62 contains 5308 members Mstep: Class 63 contains 932 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 4938 members Mstep: Class 67 contains 308 members Mstep: Class 68 contains 2550 members Mstep: Class 69 contains 1556 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1761 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 737 members Mstep: Class 74 contains 2929 members Mstep: Class 75 contains 2099 members Mstep: Class 76 contains 8565 members Mstep: Class 77 contains 14954 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5463 members Mstep: Class 80 contains 20040 members Mstep: Class 81 contains 175 members Mstep: Class 82 contains 492 members Mstep: Class 83 contains 3063 members Mstep: Class 84 contains 1719 members Mstep: Class 85 contains 14877 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 808 members Mstep: Class 88 contains 1842 members Mstep: Class 89 contains 8927 members Mstep: Class 90 contains 2097 members Mstep: Class 91 contains 728 members Mstep: Class 92 contains 1576 members Mstep: Class 93 contains 1660 members Mstep: Class 94 contains 2699 members Mstep: Class 95 contains 523 members Mstep: Class 96 contains 7288 members Mstep: Class 97 contains 162 members Mstep: Class 98 contains 870 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18697112.000000 Penalty: 42461.429688 Iteration 176Q: 100 clusters Score -1.869711e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4181 members Mstep: Class 4 contains 30492 members Mstep: Class 5 contains 4788 members Mstep: Class 6 contains 8137 members Mstep: Class 7 contains 3419 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 542 members Mstep: Class 10 contains 996 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 22249 members Mstep: Class 16 contains 14316 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4001 members Mstep: Class 19 contains 1848 members Mstep: Class 20 contains 6500 members Mstep: Class 21 contains 11110 members Mstep: Class 22 contains 2186 members Mstep: Class 23 contains 10636 members Mstep: Class 24 contains 1839 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6779 members Mstep: Class 27 contains 1854 members Mstep: Class 28 contains 3975 members Mstep: Class 29 contains 3558 members Mstep: Class 30 contains 764 members Mstep: Class 31 contains 3041 members Mstep: Class 32 contains 14876 members Mstep: Class 33 contains 4877 members Mstep: Class 34 contains 11176 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1057 members Mstep: Class 37 contains 3018 members Mstep: Class 38 contains 2035 members Mstep: Class 39 contains 20753 members Mstep: Class 40 contains 4519 members Mstep: Class 41 contains 112 members Mstep: Class 42 contains 878 members Mstep: Class 43 contains 8614 members Mstep: Class 44 contains 10837 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4028 members Mstep: Class 47 contains 433 members Mstep: Class 48 contains 7194 members Mstep: Class 49 contains 7192 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3744 members Mstep: Class 52 contains 481 members Mstep: Class 53 contains 4349 members Mstep: Class 54 contains 3667 members Mstep: Class 55 contains 5299 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1567 members Mstep: Class 58 contains 478 members Mstep: Class 59 contains 9374 members Mstep: Class 60 contains 4818 members Mstep: Class 61 contains 5574 members Mstep: Class 62 contains 5267 members Mstep: Class 63 contains 933 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5066 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2549 members Mstep: Class 69 contains 1556 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1763 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 734 members Mstep: Class 74 contains 2934 members Mstep: Class 75 contains 2090 members Mstep: Class 76 contains 8561 members Mstep: Class 77 contains 14954 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5454 members Mstep: Class 80 contains 20010 members Mstep: Class 81 contains 176 members Mstep: Class 82 contains 486 members Mstep: Class 83 contains 3065 members Mstep: Class 84 contains 1735 members Mstep: Class 85 contains 14749 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 809 members Mstep: Class 88 contains 1629 members Mstep: Class 89 contains 8933 members Mstep: Class 90 contains 2120 members Mstep: Class 91 contains 688 members Mstep: Class 92 contains 1578 members Mstep: Class 93 contains 1688 members Mstep: Class 94 contains 2710 members Mstep: Class 95 contains 528 members Mstep: Class 96 contains 7343 members Mstep: Class 97 contains 161 members Mstep: Class 98 contains 885 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18697632.000000 Penalty: 42461.429688 Iteration 177Q: 100 clusters Score -1.869763e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4184 members Mstep: Class 4 contains 30447 members Mstep: Class 5 contains 4788 members Mstep: Class 6 contains 8137 members Mstep: Class 7 contains 3419 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 543 members Mstep: Class 10 contains 1030 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5334 members Mstep: Class 15 contains 22248 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4007 members Mstep: Class 19 contains 1856 members Mstep: Class 20 contains 6498 members Mstep: Class 21 contains 11110 members Mstep: Class 22 contains 2164 members Mstep: Class 23 contains 10633 members Mstep: Class 24 contains 1837 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6773 members Mstep: Class 27 contains 1854 members Mstep: Class 28 contains 3966 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 763 members Mstep: Class 31 contains 3040 members Mstep: Class 32 contains 14902 members Mstep: Class 33 contains 4877 members Mstep: Class 34 contains 11258 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1058 members Mstep: Class 37 contains 3018 members Mstep: Class 38 contains 2037 members Mstep: Class 39 contains 20752 members Mstep: Class 40 contains 4520 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 878 members Mstep: Class 43 contains 8613 members Mstep: Class 44 contains 10837 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4030 members Mstep: Class 47 contains 435 members Mstep: Class 48 contains 7194 members Mstep: Class 49 contains 7194 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 481 members Mstep: Class 53 contains 4350 members Mstep: Class 54 contains 3667 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1567 members Mstep: Class 58 contains 478 members Mstep: Class 59 contains 9501 members Mstep: Class 60 contains 4826 members Mstep: Class 61 contains 5569 members Mstep: Class 62 contains 5220 members Mstep: Class 63 contains 929 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5181 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2548 members Mstep: Class 69 contains 1559 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1763 members Mstep: Class 72 contains 1125 members Mstep: Class 73 contains 730 members Mstep: Class 74 contains 2937 members Mstep: Class 75 contains 2081 members Mstep: Class 76 contains 8555 members Mstep: Class 77 contains 14954 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5436 members Mstep: Class 80 contains 19940 members Mstep: Class 81 contains 176 members Mstep: Class 82 contains 480 members Mstep: Class 83 contains 3066 members Mstep: Class 84 contains 1749 members Mstep: Class 85 contains 14606 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 807 members Mstep: Class 88 contains 1453 members Mstep: Class 89 contains 8942 members Mstep: Class 90 contains 2166 members Mstep: Class 91 contains 641 members Mstep: Class 92 contains 1582 members Mstep: Class 93 contains 1725 members Mstep: Class 94 contains 2722 members Mstep: Class 95 contains 530 members Mstep: Class 96 contains 7407 members Mstep: Class 97 contains 161 members Mstep: Class 98 contains 900 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18698232.000000 Penalty: 42461.429688 Iteration 178Q: 100 clusters Score -1.869823e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1493 members Mstep: Class 3 contains 4202 members Mstep: Class 4 contains 30408 members Mstep: Class 5 contains 4791 members Mstep: Class 6 contains 8136 members Mstep: Class 7 contains 3420 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 542 members Mstep: Class 10 contains 1191 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5331 members Mstep: Class 15 contains 22247 members Mstep: Class 16 contains 14316 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4006 members Mstep: Class 19 contains 1860 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11110 members Mstep: Class 22 contains 2149 members Mstep: Class 23 contains 10631 members Mstep: Class 24 contains 1842 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6767 members Mstep: Class 27 contains 1855 members Mstep: Class 28 contains 3950 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 759 members Mstep: Class 31 contains 3035 members Mstep: Class 32 contains 14924 members Mstep: Class 33 contains 4876 members Mstep: Class 34 contains 11329 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 1063 members Mstep: Class 37 contains 3017 members Mstep: Class 38 contains 2038 members Mstep: Class 39 contains 20745 members Mstep: Class 40 contains 4517 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 879 members Mstep: Class 43 contains 8606 members Mstep: Class 44 contains 10839 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4034 members Mstep: Class 47 contains 437 members Mstep: Class 48 contains 7194 members Mstep: Class 49 contains 7190 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 480 members Mstep: Class 53 contains 4350 members Mstep: Class 54 contains 3674 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1567 members Mstep: Class 58 contains 479 members Mstep: Class 59 contains 9596 members Mstep: Class 60 contains 4835 members Mstep: Class 61 contains 5569 members Mstep: Class 62 contains 5167 members Mstep: Class 63 contains 924 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5286 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2549 members Mstep: Class 69 contains 1560 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1763 members Mstep: Class 72 contains 1125 members Mstep: Class 73 contains 730 members Mstep: Class 74 contains 2942 members Mstep: Class 75 contains 2073 members Mstep: Class 76 contains 8552 members Mstep: Class 77 contains 14951 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5422 members Mstep: Class 80 contains 19757 members Mstep: Class 81 contains 177 members Mstep: Class 82 contains 474 members Mstep: Class 83 contains 3069 members Mstep: Class 84 contains 1761 members Mstep: Class 85 contains 14487 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 804 members Mstep: Class 88 contains 1309 members Mstep: Class 89 contains 8954 members Mstep: Class 90 contains 2203 members Mstep: Class 91 contains 602 members Mstep: Class 92 contains 1583 members Mstep: Class 93 contains 1763 members Mstep: Class 94 contains 2726 members Mstep: Class 95 contains 531 members Mstep: Class 96 contains 7449 members Mstep: Class 97 contains 161 members Mstep: Class 98 contains 919 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18698852.000000 Penalty: 42461.429688 Iteration 179Q: 100 clusters Score -1.869885e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 1490 members Mstep: Class 3 contains 4208 members Mstep: Class 4 contains 30362 members Mstep: Class 5 contains 4793 members Mstep: Class 6 contains 8133 members Mstep: Class 7 contains 3424 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 543 members Mstep: Class 10 contains 1425 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5329 members Mstep: Class 15 contains 22246 members Mstep: Class 16 contains 14316 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4005 members Mstep: Class 19 contains 1863 members Mstep: Class 20 contains 6503 members Mstep: Class 21 contains 11110 members Mstep: Class 22 contains 2134 members Mstep: Class 23 contains 10628 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3492 members Mstep: Class 26 contains 6755 members Mstep: Class 27 contains 1855 members Mstep: Class 28 contains 3951 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 750 members Mstep: Class 31 contains 3030 members Mstep: Class 32 contains 14941 members Mstep: Class 33 contains 4876 members Mstep: Class 34 contains 11372 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 1065 members Mstep: Class 37 contains 3017 members Mstep: Class 38 contains 2038 members Mstep: Class 39 contains 20746 members Mstep: Class 40 contains 4516 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 879 members Mstep: Class 43 contains 8596 members Mstep: Class 44 contains 10841 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4036 members Mstep: Class 47 contains 441 members Mstep: Class 48 contains 7194 members Mstep: Class 49 contains 7179 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 481 members Mstep: Class 53 contains 4348 members Mstep: Class 54 contains 3678 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1568 members Mstep: Class 58 contains 482 members Mstep: Class 59 contains 9680 members Mstep: Class 60 contains 4835 members Mstep: Class 61 contains 5567 members Mstep: Class 62 contains 5101 members Mstep: Class 63 contains 922 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5392 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2549 members Mstep: Class 69 contains 1562 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1764 members Mstep: Class 72 contains 1120 members Mstep: Class 73 contains 727 members Mstep: Class 74 contains 2955 members Mstep: Class 75 contains 2066 members Mstep: Class 76 contains 8550 members Mstep: Class 77 contains 14951 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5405 members Mstep: Class 80 contains 19502 members Mstep: Class 81 contains 177 members Mstep: Class 82 contains 476 members Mstep: Class 83 contains 3070 members Mstep: Class 84 contains 1771 members Mstep: Class 85 contains 14412 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 800 members Mstep: Class 88 contains 1205 members Mstep: Class 89 contains 8959 members Mstep: Class 90 contains 2242 members Mstep: Class 91 contains 571 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 1805 members Mstep: Class 94 contains 2729 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7467 members Mstep: Class 97 contains 160 members Mstep: Class 98 contains 939 members Mstep: Class 99 contains 2092 members Entering Unmasked Estep ConsiderDeletion Score: -18699234.000000 Penalty: 42461.429688 Iteration 180F: 100 clusters Score -1.869923e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 1492 members Mstep: Class 3 contains 4205 members Mstep: Class 4 contains 30320 members Mstep: Class 5 contains 4796 members Mstep: Class 6 contains 8128 members Mstep: Class 7 contains 3427 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 547 members Mstep: Class 10 contains 1620 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5323 members Mstep: Class 15 contains 22246 members Mstep: Class 16 contains 14316 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4008 members Mstep: Class 19 contains 1868 members Mstep: Class 20 contains 6503 members Mstep: Class 21 contains 11110 members Mstep: Class 22 contains 2127 members Mstep: Class 23 contains 10632 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 3492 members Mstep: Class 26 contains 6749 members Mstep: Class 27 contains 1855 members Mstep: Class 28 contains 3948 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 749 members Mstep: Class 31 contains 3028 members Mstep: Class 32 contains 14948 members Mstep: Class 33 contains 4872 members Mstep: Class 34 contains 11409 members Mstep: Class 35 contains 2786 members Mstep: Class 36 contains 1158 members Mstep: Class 37 contains 3016 members Mstep: Class 38 contains 2039 members Mstep: Class 39 contains 20743 members Mstep: Class 40 contains 4515 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 881 members Mstep: Class 43 contains 8579 members Mstep: Class 44 contains 10842 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4038 members Mstep: Class 47 contains 444 members Mstep: Class 48 contains 7195 members Mstep: Class 49 contains 7180 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3755 members Mstep: Class 52 contains 482 members Mstep: Class 53 contains 4346 members Mstep: Class 54 contains 3680 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1568 members Mstep: Class 58 contains 484 members Mstep: Class 59 contains 9749 members Mstep: Class 60 contains 4834 members Mstep: Class 61 contains 5564 members Mstep: Class 62 contains 4957 members Mstep: Class 63 contains 921 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5498 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2552 members Mstep: Class 69 contains 1561 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1765 members Mstep: Class 72 contains 1114 members Mstep: Class 73 contains 723 members Mstep: Class 74 contains 2971 members Mstep: Class 75 contains 2060 members Mstep: Class 76 contains 8546 members Mstep: Class 77 contains 14950 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5390 members Mstep: Class 80 contains 19293 members Mstep: Class 81 contains 179 members Mstep: Class 82 contains 474 members Mstep: Class 83 contains 3070 members Mstep: Class 84 contains 1777 members Mstep: Class 85 contains 14241 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 798 members Mstep: Class 88 contains 1114 members Mstep: Class 89 contains 8966 members Mstep: Class 90 contains 2242 members Mstep: Class 91 contains 551 members Mstep: Class 92 contains 1594 members Mstep: Class 93 contains 1843 members Mstep: Class 94 contains 2731 members Mstep: Class 95 contains 534 members Mstep: Class 96 contains 7607 members Mstep: Class 97 contains 160 members Mstep: Class 98 contains 945 members Mstep: Class 99 contains 2092 members Entering Unmasked Estep ConsiderDeletion Score: -18699542.000000 Penalty: 42461.429688 Iteration 181Q: 100 clusters Score -1.869954e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 1495 members Mstep: Class 3 contains 4204 members Mstep: Class 4 contains 30280 members Mstep: Class 5 contains 4798 members Mstep: Class 6 contains 8116 members Mstep: Class 7 contains 3430 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 549 members Mstep: Class 10 contains 1777 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5320 members Mstep: Class 15 contains 22246 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4013 members Mstep: Class 19 contains 1874 members Mstep: Class 20 contains 6504 members Mstep: Class 21 contains 11112 members Mstep: Class 22 contains 2116 members Mstep: Class 23 contains 10639 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3491 members Mstep: Class 26 contains 6753 members Mstep: Class 27 contains 1854 members Mstep: Class 28 contains 3951 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 747 members Mstep: Class 31 contains 3026 members Mstep: Class 32 contains 14950 members Mstep: Class 33 contains 4863 members Mstep: Class 34 contains 11435 members Mstep: Class 35 contains 2784 members Mstep: Class 36 contains 1209 members Mstep: Class 37 contains 3015 members Mstep: Class 38 contains 2039 members Mstep: Class 39 contains 20736 members Mstep: Class 40 contains 4520 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 882 members Mstep: Class 43 contains 8571 members Mstep: Class 44 contains 10842 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4039 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7196 members Mstep: Class 49 contains 7180 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3754 members Mstep: Class 52 contains 481 members Mstep: Class 53 contains 4345 members Mstep: Class 54 contains 3678 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1568 members Mstep: Class 58 contains 485 members Mstep: Class 59 contains 9793 members Mstep: Class 60 contains 4837 members Mstep: Class 61 contains 5561 members Mstep: Class 62 contains 4809 members Mstep: Class 63 contains 918 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5639 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2554 members Mstep: Class 69 contains 1562 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1765 members Mstep: Class 72 contains 1110 members Mstep: Class 73 contains 719 members Mstep: Class 74 contains 2998 members Mstep: Class 75 contains 2053 members Mstep: Class 76 contains 8541 members Mstep: Class 77 contains 14950 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5381 members Mstep: Class 80 contains 19127 members Mstep: Class 81 contains 180 members Mstep: Class 82 contains 473 members Mstep: Class 83 contains 3071 members Mstep: Class 84 contains 1778 members Mstep: Class 85 contains 14116 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 807 members Mstep: Class 88 contains 1050 members Mstep: Class 89 contains 8971 members Mstep: Class 90 contains 2245 members Mstep: Class 91 contains 539 members Mstep: Class 92 contains 1599 members Mstep: Class 93 contains 1884 members Mstep: Class 94 contains 2734 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7670 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 957 members Mstep: Class 99 contains 2092 members Entering Unmasked Estep ConsiderDeletion Score: -18699710.000000 Penalty: 42461.429688 Iteration 182Q: 100 clusters Score -1.869971e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4200 members Mstep: Class 4 contains 30235 members Mstep: Class 5 contains 4801 members Mstep: Class 6 contains 8106 members Mstep: Class 7 contains 3431 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 1914 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5320 members Mstep: Class 15 contains 22246 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4013 members Mstep: Class 19 contains 1878 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11116 members Mstep: Class 22 contains 2118 members Mstep: Class 23 contains 10640 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3488 members Mstep: Class 26 contains 6754 members Mstep: Class 27 contains 1856 members Mstep: Class 28 contains 3944 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 742 members Mstep: Class 31 contains 3024 members Mstep: Class 32 contains 14963 members Mstep: Class 33 contains 4863 members Mstep: Class 34 contains 11459 members Mstep: Class 35 contains 2784 members Mstep: Class 36 contains 1238 members Mstep: Class 37 contains 3013 members Mstep: Class 38 contains 2040 members Mstep: Class 39 contains 20731 members Mstep: Class 40 contains 4524 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 887 members Mstep: Class 43 contains 8564 members Mstep: Class 44 contains 10841 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4040 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7198 members Mstep: Class 49 contains 7177 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3757 members Mstep: Class 52 contains 478 members Mstep: Class 53 contains 4341 members Mstep: Class 54 contains 3683 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1571 members Mstep: Class 58 contains 485 members Mstep: Class 59 contains 9827 members Mstep: Class 60 contains 4834 members Mstep: Class 61 contains 5557 members Mstep: Class 62 contains 4706 members Mstep: Class 63 contains 915 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5781 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2559 members Mstep: Class 69 contains 1564 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1768 members Mstep: Class 72 contains 1110 members Mstep: Class 73 contains 715 members Mstep: Class 74 contains 3021 members Mstep: Class 75 contains 2045 members Mstep: Class 76 contains 8532 members Mstep: Class 77 contains 14945 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5376 members Mstep: Class 80 contains 18982 members Mstep: Class 81 contains 180 members Mstep: Class 82 contains 471 members Mstep: Class 83 contains 3072 members Mstep: Class 84 contains 1780 members Mstep: Class 85 contains 14016 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 813 members Mstep: Class 88 contains 999 members Mstep: Class 89 contains 8979 members Mstep: Class 90 contains 2248 members Mstep: Class 91 contains 525 members Mstep: Class 92 contains 1602 members Mstep: Class 93 contains 1911 members Mstep: Class 94 contains 2736 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7702 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 968 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18699836.000000 Penalty: 42461.429688 Iteration 183Q: 100 clusters Score -1.869984e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4189 members Mstep: Class 4 contains 30204 members Mstep: Class 5 contains 4800 members Mstep: Class 6 contains 8100 members Mstep: Class 7 contains 3429 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2068 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22246 members Mstep: Class 16 contains 14314 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4013 members Mstep: Class 19 contains 1880 members Mstep: Class 20 contains 6505 members Mstep: Class 21 contains 11123 members Mstep: Class 22 contains 2123 members Mstep: Class 23 contains 10645 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3484 members Mstep: Class 26 contains 6751 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3946 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 736 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 14968 members Mstep: Class 33 contains 4869 members Mstep: Class 34 contains 11482 members Mstep: Class 35 contains 2784 members Mstep: Class 36 contains 1258 members Mstep: Class 37 contains 3010 members Mstep: Class 38 contains 2040 members Mstep: Class 39 contains 20728 members Mstep: Class 40 contains 4528 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 891 members Mstep: Class 43 contains 8560 members Mstep: Class 44 contains 10844 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4042 members Mstep: Class 47 contains 448 members Mstep: Class 48 contains 7199 members Mstep: Class 49 contains 7175 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3757 members Mstep: Class 52 contains 472 members Mstep: Class 53 contains 4335 members Mstep: Class 54 contains 3692 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1571 members Mstep: Class 58 contains 485 members Mstep: Class 59 contains 9862 members Mstep: Class 60 contains 4830 members Mstep: Class 61 contains 5554 members Mstep: Class 62 contains 4614 members Mstep: Class 63 contains 911 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 5900 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2559 members Mstep: Class 69 contains 1570 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1767 members Mstep: Class 72 contains 1109 members Mstep: Class 73 contains 714 members Mstep: Class 74 contains 3041 members Mstep: Class 75 contains 2039 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14940 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5368 members Mstep: Class 80 contains 18820 members Mstep: Class 81 contains 180 members Mstep: Class 82 contains 471 members Mstep: Class 83 contains 3074 members Mstep: Class 84 contains 1786 members Mstep: Class 85 contains 13950 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 814 members Mstep: Class 88 contains 947 members Mstep: Class 89 contains 8981 members Mstep: Class 90 contains 2259 members Mstep: Class 91 contains 514 members Mstep: Class 92 contains 1606 members Mstep: Class 93 contains 1926 members Mstep: Class 94 contains 2737 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7708 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 982 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18699890.000000 Penalty: 42461.429688 Iteration 184Q: 100 clusters Score -1.869989e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4177 members Mstep: Class 4 contains 30166 members Mstep: Class 5 contains 4800 members Mstep: Class 6 contains 8099 members Mstep: Class 7 contains 3425 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2211 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5312 members Mstep: Class 15 contains 22242 members Mstep: Class 16 contains 14311 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4015 members Mstep: Class 19 contains 1881 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11129 members Mstep: Class 22 contains 2129 members Mstep: Class 23 contains 10648 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3482 members Mstep: Class 26 contains 6748 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3947 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 735 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 14978 members Mstep: Class 33 contains 4870 members Mstep: Class 34 contains 11506 members Mstep: Class 35 contains 2782 members Mstep: Class 36 contains 1279 members Mstep: Class 37 contains 3010 members Mstep: Class 38 contains 2042 members Mstep: Class 39 contains 20725 members Mstep: Class 40 contains 4535 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 898 members Mstep: Class 43 contains 8553 members Mstep: Class 44 contains 10846 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4042 members Mstep: Class 47 contains 448 members Mstep: Class 48 contains 7201 members Mstep: Class 49 contains 7175 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3757 members Mstep: Class 52 contains 469 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3701 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1572 members Mstep: Class 58 contains 481 members Mstep: Class 59 contains 9889 members Mstep: Class 60 contains 4828 members Mstep: Class 61 contains 5553 members Mstep: Class 62 contains 4538 members Mstep: Class 63 contains 907 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6012 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2561 members Mstep: Class 69 contains 1572 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1103 members Mstep: Class 73 contains 712 members Mstep: Class 74 contains 3060 members Mstep: Class 75 contains 2031 members Mstep: Class 76 contains 8532 members Mstep: Class 77 contains 14934 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5364 members Mstep: Class 80 contains 18660 members Mstep: Class 81 contains 182 members Mstep: Class 82 contains 469 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1791 members Mstep: Class 85 contains 13903 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 815 members Mstep: Class 88 contains 901 members Mstep: Class 89 contains 8985 members Mstep: Class 90 contains 2275 members Mstep: Class 91 contains 505 members Mstep: Class 92 contains 1608 members Mstep: Class 93 contains 1945 members Mstep: Class 94 contains 2737 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7694 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 986 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18700022.000000 Penalty: 42461.429688 Iteration 185Q: 100 clusters Score -1.870002e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 30127 members Mstep: Class 5 contains 4802 members Mstep: Class 6 contains 8092 members Mstep: Class 7 contains 3421 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2345 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5311 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14307 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4016 members Mstep: Class 19 contains 1880 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11135 members Mstep: Class 22 contains 2135 members Mstep: Class 23 contains 10648 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3481 members Mstep: Class 26 contains 6756 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3951 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 735 members Mstep: Class 31 contains 3018 members Mstep: Class 32 contains 14993 members Mstep: Class 33 contains 4871 members Mstep: Class 34 contains 11528 members Mstep: Class 35 contains 2785 members Mstep: Class 36 contains 1296 members Mstep: Class 37 contains 3011 members Mstep: Class 38 contains 2042 members Mstep: Class 39 contains 20721 members Mstep: Class 40 contains 4548 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 905 members Mstep: Class 43 contains 8548 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4045 members Mstep: Class 47 contains 447 members Mstep: Class 48 contains 7204 members Mstep: Class 49 contains 7170 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3757 members Mstep: Class 52 contains 464 members Mstep: Class 53 contains 4327 members Mstep: Class 54 contains 3705 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1570 members Mstep: Class 58 contains 480 members Mstep: Class 59 contains 9907 members Mstep: Class 60 contains 4827 members Mstep: Class 61 contains 5552 members Mstep: Class 62 contains 4472 members Mstep: Class 63 contains 908 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6107 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2562 members Mstep: Class 69 contains 1571 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1102 members Mstep: Class 73 contains 708 members Mstep: Class 74 contains 3079 members Mstep: Class 75 contains 2018 members Mstep: Class 76 contains 8532 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5357 members Mstep: Class 80 contains 18519 members Mstep: Class 81 contains 183 members Mstep: Class 82 contains 465 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1799 members Mstep: Class 85 contains 13874 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 815 members Mstep: Class 88 contains 857 members Mstep: Class 89 contains 8992 members Mstep: Class 90 contains 2278 members Mstep: Class 91 contains 500 members Mstep: Class 92 contains 1605 members Mstep: Class 93 contains 1969 members Mstep: Class 94 contains 2737 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7679 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 988 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700124.000000 Penalty: 42461.429688 Iteration 186Q: 100 clusters Score -1.870012e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 1497 members Mstep: Class 3 contains 4151 members Mstep: Class 4 contains 30101 members Mstep: Class 5 contains 4804 members Mstep: Class 6 contains 8083 members Mstep: Class 7 contains 3419 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2480 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5313 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14299 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4016 members Mstep: Class 19 contains 1881 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11135 members Mstep: Class 22 contains 2143 members Mstep: Class 23 contains 10654 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3480 members Mstep: Class 26 contains 6752 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3950 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 736 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14984 members Mstep: Class 33 contains 4872 members Mstep: Class 34 contains 11533 members Mstep: Class 35 contains 2788 members Mstep: Class 36 contains 1312 members Mstep: Class 37 contains 3006 members Mstep: Class 38 contains 2046 members Mstep: Class 39 contains 20716 members Mstep: Class 40 contains 4557 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 909 members Mstep: Class 43 contains 8541 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4050 members Mstep: Class 47 contains 447 members Mstep: Class 48 contains 7208 members Mstep: Class 49 contains 7171 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3756 members Mstep: Class 52 contains 460 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3710 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1570 members Mstep: Class 58 contains 479 members Mstep: Class 59 contains 9926 members Mstep: Class 60 contains 4819 members Mstep: Class 61 contains 5545 members Mstep: Class 62 contains 4400 members Mstep: Class 63 contains 908 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6203 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2563 members Mstep: Class 69 contains 1571 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1101 members Mstep: Class 73 contains 704 members Mstep: Class 74 contains 3112 members Mstep: Class 75 contains 2009 members Mstep: Class 76 contains 8533 members Mstep: Class 77 contains 14935 members Mstep: Class 78 contains 1370 members Mstep: Class 79 contains 5351 members Mstep: Class 80 contains 18381 members Mstep: Class 81 contains 183 members Mstep: Class 82 contains 461 members Mstep: Class 83 contains 3074 members Mstep: Class 84 contains 1799 members Mstep: Class 85 contains 13856 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 815 members Mstep: Class 88 contains 829 members Mstep: Class 89 contains 8999 members Mstep: Class 90 contains 2272 members Mstep: Class 91 contains 498 members Mstep: Class 92 contains 1602 members Mstep: Class 93 contains 1991 members Mstep: Class 94 contains 2738 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7665 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 992 members Mstep: Class 99 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -18700286.000000 Penalty: 42461.429688 Iteration 187Q: 100 clusters Score -1.870029e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4139 members Mstep: Class 4 contains 30075 members Mstep: Class 5 contains 4809 members Mstep: Class 6 contains 8074 members Mstep: Class 7 contains 3417 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2604 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5313 members Mstep: Class 15 contains 22242 members Mstep: Class 16 contains 14294 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4014 members Mstep: Class 19 contains 1881 members Mstep: Class 20 contains 6509 members Mstep: Class 21 contains 11136 members Mstep: Class 22 contains 2151 members Mstep: Class 23 contains 10653 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3479 members Mstep: Class 26 contains 6751 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3949 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 737 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14978 members Mstep: Class 33 contains 4873 members Mstep: Class 34 contains 11540 members Mstep: Class 35 contains 2791 members Mstep: Class 36 contains 1318 members Mstep: Class 37 contains 3006 members Mstep: Class 38 contains 2047 members Mstep: Class 39 contains 20714 members Mstep: Class 40 contains 4566 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8536 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4054 members Mstep: Class 47 contains 448 members Mstep: Class 48 contains 7213 members Mstep: Class 49 contains 7170 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3757 members Mstep: Class 52 contains 458 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3721 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1572 members Mstep: Class 58 contains 478 members Mstep: Class 59 contains 9940 members Mstep: Class 60 contains 4813 members Mstep: Class 61 contains 5539 members Mstep: Class 62 contains 4340 members Mstep: Class 63 contains 909 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6292 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2564 members Mstep: Class 69 contains 1570 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1101 members Mstep: Class 73 contains 702 members Mstep: Class 74 contains 3142 members Mstep: Class 75 contains 2001 members Mstep: Class 76 contains 8529 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5352 members Mstep: Class 80 contains 18252 members Mstep: Class 81 contains 184 members Mstep: Class 82 contains 459 members Mstep: Class 83 contains 3074 members Mstep: Class 84 contains 1798 members Mstep: Class 85 contains 13836 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 815 members Mstep: Class 88 contains 801 members Mstep: Class 89 contains 9001 members Mstep: Class 90 contains 2271 members Mstep: Class 91 contains 498 members Mstep: Class 92 contains 1601 members Mstep: Class 93 contains 2008 members Mstep: Class 94 contains 2740 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7650 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 998 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18700284.000000 Penalty: 42461.429688 Iteration 188Q: 100 clusters Score -1.870028e+07 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 1497 members Mstep: Class 3 contains 4121 members Mstep: Class 4 contains 30049 members Mstep: Class 5 contains 4812 members Mstep: Class 6 contains 8067 members Mstep: Class 7 contains 3418 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2704 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5311 members Mstep: Class 15 contains 22242 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4011 members Mstep: Class 19 contains 1884 members Mstep: Class 20 contains 6508 members Mstep: Class 21 contains 11139 members Mstep: Class 22 contains 2156 members Mstep: Class 23 contains 10665 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 3479 members Mstep: Class 26 contains 6748 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3948 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 736 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14977 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 11547 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1322 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2046 members Mstep: Class 39 contains 20711 members Mstep: Class 40 contains 4571 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 911 members Mstep: Class 43 contains 8536 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4054 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7171 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3754 members Mstep: Class 52 contains 458 members Mstep: Class 53 contains 4329 members Mstep: Class 54 contains 3730 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1574 members Mstep: Class 58 contains 479 members Mstep: Class 59 contains 9953 members Mstep: Class 60 contains 4803 members Mstep: Class 61 contains 5538 members Mstep: Class 62 contains 4286 members Mstep: Class 63 contains 910 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6379 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2566 members Mstep: Class 69 contains 1573 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1096 members Mstep: Class 73 contains 702 members Mstep: Class 74 contains 3167 members Mstep: Class 75 contains 1994 members Mstep: Class 76 contains 8528 members Mstep: Class 77 contains 14931 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5352 members Mstep: Class 80 contains 18151 members Mstep: Class 81 contains 184 members Mstep: Class 82 contains 457 members Mstep: Class 83 contains 3074 members Mstep: Class 84 contains 1794 members Mstep: Class 85 contains 13816 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 815 members Mstep: Class 88 contains 776 members Mstep: Class 89 contains 9000 members Mstep: Class 90 contains 2278 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1599 members Mstep: Class 93 contains 2014 members Mstep: Class 94 contains 2741 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 999 members Mstep: Class 99 contains 2083 members Entering Unmasked Estep ConsiderDeletion Score: -18700336.000000 Penalty: 42461.429688 Iteration 189Q: 100 clusters Score -1.870034e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4103 members Mstep: Class 4 contains 30019 members Mstep: Class 5 contains 4812 members Mstep: Class 6 contains 8061 members Mstep: Class 7 contains 3417 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2785 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5309 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4012 members Mstep: Class 19 contains 1885 members Mstep: Class 20 contains 6509 members Mstep: Class 21 contains 11142 members Mstep: Class 22 contains 2158 members Mstep: Class 23 contains 10672 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3479 members Mstep: Class 26 contains 6749 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3947 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 732 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14967 members Mstep: Class 33 contains 4875 members Mstep: Class 34 contains 11556 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1326 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2047 members Mstep: Class 39 contains 20711 members Mstep: Class 40 contains 4575 members Mstep: Class 41 contains 113 members Mstep: Class 42 contains 913 members Mstep: Class 43 contains 8535 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4055 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7179 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3755 members Mstep: Class 52 contains 458 members Mstep: Class 53 contains 4329 members Mstep: Class 54 contains 3739 members Mstep: Class 55 contains 5298 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1581 members Mstep: Class 58 contains 475 members Mstep: Class 59 contains 9958 members Mstep: Class 60 contains 4798 members Mstep: Class 61 contains 5535 members Mstep: Class 62 contains 4231 members Mstep: Class 63 contains 909 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6461 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2567 members Mstep: Class 69 contains 1577 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1095 members Mstep: Class 73 contains 701 members Mstep: Class 74 contains 3196 members Mstep: Class 75 contains 1991 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14932 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5352 members Mstep: Class 80 contains 18067 members Mstep: Class 81 contains 184 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3074 members Mstep: Class 84 contains 1794 members Mstep: Class 85 contains 13792 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 816 members Mstep: Class 88 contains 756 members Mstep: Class 89 contains 8998 members Mstep: Class 90 contains 2291 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2020 members Mstep: Class 94 contains 2742 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7630 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 1002 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18700396.000000 Penalty: 42461.429688 Iteration 190Q: 100 clusters Score -1.87004e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4085 members Mstep: Class 4 contains 29988 members Mstep: Class 5 contains 4811 members Mstep: Class 6 contains 8055 members Mstep: Class 7 contains 3420 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2847 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4010 members Mstep: Class 19 contains 1885 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11145 members Mstep: Class 22 contains 2159 members Mstep: Class 23 contains 10676 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3477 members Mstep: Class 26 contains 6745 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3947 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 731 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14972 members Mstep: Class 33 contains 4874 members Mstep: Class 34 contains 11557 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1331 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2048 members Mstep: Class 39 contains 20710 members Mstep: Class 40 contains 4580 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 914 members Mstep: Class 43 contains 8531 members Mstep: Class 44 contains 10849 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4055 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7188 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3755 members Mstep: Class 52 contains 459 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3742 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1580 members Mstep: Class 58 contains 471 members Mstep: Class 59 contains 9967 members Mstep: Class 60 contains 4795 members Mstep: Class 61 contains 5530 members Mstep: Class 62 contains 4175 members Mstep: Class 63 contains 908 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6542 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2569 members Mstep: Class 69 contains 1579 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1090 members Mstep: Class 73 contains 700 members Mstep: Class 74 contains 3218 members Mstep: Class 75 contains 1985 members Mstep: Class 76 contains 8523 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5351 members Mstep: Class 80 contains 18004 members Mstep: Class 81 contains 185 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1796 members Mstep: Class 85 contains 13783 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 817 members Mstep: Class 88 contains 745 members Mstep: Class 89 contains 9000 members Mstep: Class 90 contains 2309 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1597 members Mstep: Class 93 contains 2026 members Mstep: Class 94 contains 2742 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7618 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 1001 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18700412.000000 Penalty: 42461.429688 Iteration 191Q: 100 clusters Score -1.870041e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4075 members Mstep: Class 4 contains 29970 members Mstep: Class 5 contains 4810 members Mstep: Class 6 contains 8053 members Mstep: Class 7 contains 3428 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 2883 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4007 members Mstep: Class 19 contains 1887 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11145 members Mstep: Class 22 contains 2167 members Mstep: Class 23 contains 10679 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3476 members Mstep: Class 26 contains 6744 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3951 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 729 members Mstep: Class 31 contains 3019 members Mstep: Class 32 contains 14974 members Mstep: Class 33 contains 4873 members Mstep: Class 34 contains 11559 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1334 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2049 members Mstep: Class 39 contains 20705 members Mstep: Class 40 contains 4583 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 913 members Mstep: Class 43 contains 8528 members Mstep: Class 44 contains 10849 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4056 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7190 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 457 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1582 members Mstep: Class 58 contains 471 members Mstep: Class 59 contains 9968 members Mstep: Class 60 contains 4793 members Mstep: Class 61 contains 5529 members Mstep: Class 62 contains 4122 members Mstep: Class 63 contains 905 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6616 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1574 members Mstep: Class 70 contains 845 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 696 members Mstep: Class 74 contains 3231 members Mstep: Class 75 contains 1974 members Mstep: Class 76 contains 8524 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5352 members Mstep: Class 80 contains 17967 members Mstep: Class 81 contains 186 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1800 members Mstep: Class 85 contains 13774 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 817 members Mstep: Class 88 contains 742 members Mstep: Class 89 contains 8997 members Mstep: Class 90 contains 2326 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1594 members Mstep: Class 93 contains 2033 members Mstep: Class 94 contains 2743 members Mstep: Class 95 contains 536 members Mstep: Class 96 contains 7604 members Mstep: Class 97 contains 159 members Mstep: Class 98 contains 1003 members Mstep: Class 99 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -18700394.000000 Penalty: 42461.429688 Iteration 192Q: 100 clusters Score -1.870039e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 1496 members Mstep: Class 3 contains 4065 members Mstep: Class 4 contains 29944 members Mstep: Class 5 contains 4806 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3431 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 2909 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4006 members Mstep: Class 19 contains 1894 members Mstep: Class 20 contains 6511 members Mstep: Class 21 contains 11145 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10685 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6744 members Mstep: Class 27 contains 1857 members Mstep: Class 28 contains 3951 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 14987 members Mstep: Class 33 contains 4871 members Mstep: Class 34 contains 11565 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1338 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2050 members Mstep: Class 39 contains 20702 members Mstep: Class 40 contains 4585 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 912 members Mstep: Class 43 contains 8523 members Mstep: Class 44 contains 10849 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4057 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7195 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 453 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1582 members Mstep: Class 58 contains 471 members Mstep: Class 59 contains 9967 members Mstep: Class 60 contains 4789 members Mstep: Class 61 contains 5525 members Mstep: Class 62 contains 4075 members Mstep: Class 63 contains 902 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6675 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2571 members Mstep: Class 69 contains 1569 members Mstep: Class 70 contains 846 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3239 members Mstep: Class 75 contains 1963 members Mstep: Class 76 contains 8520 members Mstep: Class 77 contains 14934 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5350 members Mstep: Class 80 contains 17936 members Mstep: Class 81 contains 194 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1805 members Mstep: Class 85 contains 13773 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 817 members Mstep: Class 88 contains 738 members Mstep: Class 89 contains 8999 members Mstep: Class 90 contains 2358 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1592 members Mstep: Class 93 contains 2036 members Mstep: Class 94 contains 2744 members Mstep: Class 95 contains 536 members Mstep: Class 96 contains 7588 members Mstep: Class 97 contains 157 members Mstep: Class 98 contains 1004 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700410.000000 Penalty: 42461.429688 Iteration 193Q: 100 clusters Score -1.870041e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4054 members Mstep: Class 4 contains 29917 members Mstep: Class 5 contains 4800 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3431 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 2936 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4009 members Mstep: Class 19 contains 1899 members Mstep: Class 20 contains 6510 members Mstep: Class 21 contains 11145 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10693 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3473 members Mstep: Class 26 contains 6743 members Mstep: Class 27 contains 1858 members Mstep: Class 28 contains 3947 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 14996 members Mstep: Class 33 contains 4869 members Mstep: Class 34 contains 11568 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1345 members Mstep: Class 37 contains 3008 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20701 members Mstep: Class 40 contains 4585 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 911 members Mstep: Class 43 contains 8519 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4057 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7198 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 452 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1583 members Mstep: Class 58 contains 469 members Mstep: Class 59 contains 9970 members Mstep: Class 60 contains 4786 members Mstep: Class 61 contains 5524 members Mstep: Class 62 contains 4039 members Mstep: Class 63 contains 898 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6722 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2572 members Mstep: Class 69 contains 1564 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3242 members Mstep: Class 75 contains 1954 members Mstep: Class 76 contains 8521 members Mstep: Class 77 contains 14934 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5350 members Mstep: Class 80 contains 17906 members Mstep: Class 81 contains 197 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1810 members Mstep: Class 85 contains 13766 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 819 members Mstep: Class 88 contains 730 members Mstep: Class 89 contains 9001 members Mstep: Class 90 contains 2387 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1592 members Mstep: Class 93 contains 2038 members Mstep: Class 94 contains 2744 members Mstep: Class 95 contains 537 members Mstep: Class 96 contains 7583 members Mstep: Class 97 contains 156 members Mstep: Class 98 contains 1007 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700460.000000 Penalty: 42461.429688 Iteration 194Q: 100 clusters Score -1.870046e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 1497 members Mstep: Class 3 contains 4047 members Mstep: Class 4 contains 29897 members Mstep: Class 5 contains 4799 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3426 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 2965 members Mstep: Class 11 contains 373 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4010 members Mstep: Class 19 contains 1900 members Mstep: Class 20 contains 6510 members Mstep: Class 21 contains 11143 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10703 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6743 members Mstep: Class 27 contains 1859 members Mstep: Class 28 contains 3944 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15000 members Mstep: Class 33 contains 4866 members Mstep: Class 34 contains 11568 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1349 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20697 members Mstep: Class 40 contains 4586 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8514 members Mstep: Class 44 contains 10848 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4058 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7215 members Mstep: Class 49 contains 7203 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 453 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1583 members Mstep: Class 58 contains 466 members Mstep: Class 59 contains 9975 members Mstep: Class 60 contains 4786 members Mstep: Class 61 contains 5523 members Mstep: Class 62 contains 3993 members Mstep: Class 63 contains 900 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6757 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2573 members Mstep: Class 69 contains 1561 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3257 members Mstep: Class 75 contains 1942 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14934 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5350 members Mstep: Class 80 contains 17875 members Mstep: Class 81 contains 198 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3075 members Mstep: Class 84 contains 1815 members Mstep: Class 85 contains 13762 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 823 members Mstep: Class 88 contains 725 members Mstep: Class 89 contains 9004 members Mstep: Class 90 contains 2414 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1590 members Mstep: Class 93 contains 2040 members Mstep: Class 94 contains 2745 members Mstep: Class 95 contains 539 members Mstep: Class 96 contains 7576 members Mstep: Class 97 contains 155 members Mstep: Class 98 contains 1011 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18700508.000000 Penalty: 42461.429688 Iteration 195Q: 100 clusters Score -1.870051e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4039 members Mstep: Class 4 contains 29863 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3425 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 2984 members Mstep: Class 11 contains 374 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4009 members Mstep: Class 19 contains 1901 members Mstep: Class 20 contains 6510 members Mstep: Class 21 contains 11143 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10706 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6748 members Mstep: Class 27 contains 1859 members Mstep: Class 28 contains 3942 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15015 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11571 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1351 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20696 members Mstep: Class 40 contains 4587 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8510 members Mstep: Class 44 contains 10847 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4060 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7216 members Mstep: Class 49 contains 7206 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 449 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1580 members Mstep: Class 58 contains 466 members Mstep: Class 59 contains 9979 members Mstep: Class 60 contains 4785 members Mstep: Class 61 contains 5521 members Mstep: Class 62 contains 3951 members Mstep: Class 63 contains 897 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6799 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2574 members Mstep: Class 69 contains 1559 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1770 members Mstep: Class 72 contains 1091 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3274 members Mstep: Class 75 contains 1931 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14934 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5349 members Mstep: Class 80 contains 17858 members Mstep: Class 81 contains 201 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1819 members Mstep: Class 85 contains 13757 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 829 members Mstep: Class 88 contains 717 members Mstep: Class 89 contains 9006 members Mstep: Class 90 contains 2435 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2043 members Mstep: Class 94 contains 2747 members Mstep: Class 95 contains 539 members Mstep: Class 96 contains 7571 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1012 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18700530.000000 Penalty: 42461.429688 Iteration 196Q: 100 clusters Score -1.870053e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1497 members Mstep: Class 3 contains 4030 members Mstep: Class 4 contains 29840 members Mstep: Class 5 contains 4793 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3422 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4007 members Mstep: Class 19 contains 1904 members Mstep: Class 20 contains 6508 members Mstep: Class 21 contains 11141 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10709 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6748 members Mstep: Class 27 contains 1859 members Mstep: Class 28 contains 3943 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 729 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15022 members Mstep: Class 33 contains 4857 members Mstep: Class 34 contains 11573 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1353 members Mstep: Class 37 contains 3007 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20696 members Mstep: Class 40 contains 4589 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8509 members Mstep: Class 44 contains 10844 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4062 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7216 members Mstep: Class 49 contains 7210 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 448 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1579 members Mstep: Class 58 contains 466 members Mstep: Class 59 contains 9984 members Mstep: Class 60 contains 4783 members Mstep: Class 61 contains 5519 members Mstep: Class 62 contains 3912 members Mstep: Class 63 contains 893 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6839 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2573 members Mstep: Class 69 contains 1558 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1093 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3286 members Mstep: Class 75 contains 1924 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5348 members Mstep: Class 80 contains 17836 members Mstep: Class 81 contains 202 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1823 members Mstep: Class 85 contains 13754 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 833 members Mstep: Class 88 contains 708 members Mstep: Class 89 contains 9007 members Mstep: Class 90 contains 2455 members Mstep: Class 91 contains 499 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2045 members Mstep: Class 94 contains 2749 members Mstep: Class 95 contains 540 members Mstep: Class 96 contains 7568 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1012 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700560.000000 Penalty: 42461.429688 Iteration 197Q: 100 clusters Score -1.870056e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1499 members Mstep: Class 3 contains 4022 members Mstep: Class 4 contains 29813 members Mstep: Class 5 contains 4792 members Mstep: Class 6 contains 8050 members Mstep: Class 7 contains 3423 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3014 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1908 members Mstep: Class 20 contains 6507 members Mstep: Class 21 contains 11141 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10708 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6750 members Mstep: Class 27 contains 1860 members Mstep: Class 28 contains 3942 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 729 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15032 members Mstep: Class 33 contains 4856 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1359 members Mstep: Class 37 contains 3006 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20692 members Mstep: Class 40 contains 4589 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8506 members Mstep: Class 44 contains 10842 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4065 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7217 members Mstep: Class 49 contains 7212 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 448 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1576 members Mstep: Class 58 contains 466 members Mstep: Class 59 contains 9992 members Mstep: Class 60 contains 4782 members Mstep: Class 61 contains 5519 members Mstep: Class 62 contains 3883 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6873 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2572 members Mstep: Class 69 contains 1558 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1097 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3305 members Mstep: Class 75 contains 1920 members Mstep: Class 76 contains 8518 members Mstep: Class 77 contains 14933 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5347 members Mstep: Class 80 contains 17826 members Mstep: Class 81 contains 201 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13746 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 835 members Mstep: Class 88 contains 700 members Mstep: Class 89 contains 9014 members Mstep: Class 90 contains 2469 members Mstep: Class 91 contains 498 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2046 members Mstep: Class 94 contains 2754 members Mstep: Class 95 contains 541 members Mstep: Class 96 contains 7562 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1013 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700560.000000 Penalty: 42461.429688 Iteration 198Q: 100 clusters Score -1.870056e+07 nChanged 192 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4016 members Mstep: Class 4 contains 29790 members Mstep: Class 5 contains 4787 members Mstep: Class 6 contains 8050 members Mstep: Class 7 contains 3428 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3021 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1909 members Mstep: Class 20 contains 6509 members Mstep: Class 21 contains 11143 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10709 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6752 members Mstep: Class 27 contains 1862 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15036 members Mstep: Class 33 contains 4856 members Mstep: Class 34 contains 11576 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4590 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8503 members Mstep: Class 44 contains 10842 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4066 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7217 members Mstep: Class 49 contains 7215 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 447 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1577 members Mstep: Class 58 contains 466 members Mstep: Class 59 contains 10001 members Mstep: Class 60 contains 4781 members Mstep: Class 61 contains 5519 members Mstep: Class 62 contains 3867 members Mstep: Class 63 contains 889 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6893 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1554 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1771 members Mstep: Class 72 contains 1098 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3321 members Mstep: Class 75 contains 1913 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14932 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5343 members Mstep: Class 80 contains 17821 members Mstep: Class 81 contains 201 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1823 members Mstep: Class 85 contains 13738 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 838 members Mstep: Class 88 contains 687 members Mstep: Class 89 contains 9019 members Mstep: Class 90 contains 2481 members Mstep: Class 91 contains 496 members Mstep: Class 92 contains 1584 members Mstep: Class 93 contains 2049 members Mstep: Class 94 contains 2756 members Mstep: Class 95 contains 540 members Mstep: Class 96 contains 7560 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1014 members Mstep: Class 99 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -18700546.000000 Penalty: 42461.429688 Iteration 199Q: 100 clusters Score -1.870055e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 4011 members Mstep: Class 4 contains 29771 members Mstep: Class 5 contains 4786 members Mstep: Class 6 contains 8049 members Mstep: Class 7 contains 3433 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3028 members Mstep: Class 11 contains 386 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1912 members Mstep: Class 20 contains 6508 members Mstep: Class 21 contains 11146 members Mstep: Class 22 contains 2168 members Mstep: Class 23 contains 10710 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6754 members Mstep: Class 27 contains 1869 members Mstep: Class 28 contains 3940 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 727 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15042 members Mstep: Class 33 contains 4855 members Mstep: Class 34 contains 11578 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3002 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4591 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8500 members Mstep: Class 44 contains 10839 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4066 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7218 members Mstep: Class 49 contains 7216 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 447 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1576 members Mstep: Class 58 contains 465 members Mstep: Class 59 contains 10010 members Mstep: Class 60 contains 4780 members Mstep: Class 61 contains 5519 members Mstep: Class 62 contains 3853 members Mstep: Class 63 contains 889 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6908 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2571 members Mstep: Class 69 contains 1553 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1771 members Mstep: Class 72 contains 1092 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3329 members Mstep: Class 75 contains 1907 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14932 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5342 members Mstep: Class 80 contains 17814 members Mstep: Class 81 contains 202 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13731 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 841 members Mstep: Class 88 contains 674 members Mstep: Class 89 contains 9022 members Mstep: Class 90 contains 2499 members Mstep: Class 91 contains 495 members Mstep: Class 92 contains 1585 members Mstep: Class 93 contains 2051 members Mstep: Class 94 contains 2758 members Mstep: Class 95 contains 536 members Mstep: Class 96 contains 7558 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1017 members Mstep: Class 99 contains 2090 members Entering Unmasked Estep ConsiderDeletion Score: -18700606.000000 Penalty: 42461.429688 Iteration 200F: 100 clusters Score -1.870061e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1499 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 29745 members Mstep: Class 5 contains 4785 members Mstep: Class 6 contains 8050 members Mstep: Class 7 contains 3440 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3032 members Mstep: Class 11 contains 398 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1915 members Mstep: Class 20 contains 6507 members Mstep: Class 21 contains 11147 members Mstep: Class 22 contains 2167 members Mstep: Class 23 contains 10710 members Mstep: Class 24 contains 1841 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6754 members Mstep: Class 27 contains 1878 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15055 members Mstep: Class 33 contains 4857 members Mstep: Class 34 contains 11580 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3000 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4592 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8498 members Mstep: Class 44 contains 10837 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4066 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7220 members Mstep: Class 49 contains 7219 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 449 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1577 members Mstep: Class 58 contains 463 members Mstep: Class 59 contains 10019 members Mstep: Class 60 contains 4777 members Mstep: Class 61 contains 5520 members Mstep: Class 62 contains 3838 members Mstep: Class 63 contains 889 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6928 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1552 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1770 members Mstep: Class 72 contains 1083 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3337 members Mstep: Class 75 contains 1902 members Mstep: Class 76 contains 8518 members Mstep: Class 77 contains 14930 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5340 members Mstep: Class 80 contains 17809 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1820 members Mstep: Class 85 contains 13729 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 843 members Mstep: Class 88 contains 664 members Mstep: Class 89 contains 9023 members Mstep: Class 90 contains 2512 members Mstep: Class 91 contains 493 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2052 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 529 members Mstep: Class 96 contains 7555 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1018 members Mstep: Class 99 contains 2089 members Entering Unmasked Estep ConsiderDeletion Score: -18700622.000000 Penalty: 42461.429688 Iteration 201Q: 100 clusters Score -1.870062e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1500 members Mstep: Class 3 contains 3981 members Mstep: Class 4 contains 29721 members Mstep: Class 5 contains 4785 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3446 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4006 members Mstep: Class 19 contains 1916 members Mstep: Class 20 contains 6507 members Mstep: Class 21 contains 11146 members Mstep: Class 22 contains 2167 members Mstep: Class 23 contains 10708 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6753 members Mstep: Class 27 contains 1877 members Mstep: Class 28 contains 3939 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3023 members Mstep: Class 32 contains 15062 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11584 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 2999 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20692 members Mstep: Class 40 contains 4594 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8496 members Mstep: Class 44 contains 10834 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4068 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7221 members Mstep: Class 49 contains 7218 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 450 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3750 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1579 members Mstep: Class 58 contains 462 members Mstep: Class 59 contains 10024 members Mstep: Class 60 contains 4774 members Mstep: Class 61 contains 5521 members Mstep: Class 62 contains 3828 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 786 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1548 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1769 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3343 members Mstep: Class 75 contains 1893 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14928 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5339 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1821 members Mstep: Class 85 contains 13725 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 657 members Mstep: Class 89 contains 9026 members Mstep: Class 90 contains 2527 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 533 members Mstep: Class 96 contains 7553 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1018 members Mstep: Class 99 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -18700650.000000 Penalty: 42461.429688 Iteration 202Q: 100 clusters Score -1.870065e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1508 members Mstep: Class 3 contains 3969 members Mstep: Class 4 contains 29698 members Mstep: Class 5 contains 4784 members Mstep: Class 6 contains 8050 members Mstep: Class 7 contains 3451 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 465 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5301 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4006 members Mstep: Class 19 contains 1918 members Mstep: Class 20 contains 6507 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2166 members Mstep: Class 23 contains 10710 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6755 members Mstep: Class 27 contains 1879 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 727 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15076 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11589 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 2998 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4596 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8493 members Mstep: Class 44 contains 10832 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4069 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7222 members Mstep: Class 49 contains 7217 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 450 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3753 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1579 members Mstep: Class 58 contains 459 members Mstep: Class 59 contains 10026 members Mstep: Class 60 contains 4769 members Mstep: Class 61 contains 5520 members Mstep: Class 62 contains 3823 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 786 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6887 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2569 members Mstep: Class 69 contains 1547 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1770 members Mstep: Class 72 contains 1083 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3351 members Mstep: Class 75 contains 1888 members Mstep: Class 76 contains 8520 members Mstep: Class 77 contains 14929 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5336 members Mstep: Class 80 contains 17800 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1821 members Mstep: Class 85 contains 13723 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 652 members Mstep: Class 89 contains 9030 members Mstep: Class 90 contains 2546 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 533 members Mstep: Class 96 contains 7550 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1017 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18700744.000000 Penalty: 42461.429688 Iteration 203Q: 100 clusters Score -1.870074e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 1521 members Mstep: Class 3 contains 3958 members Mstep: Class 4 contains 29686 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 8050 members Mstep: Class 7 contains 3455 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 550 members Mstep: Class 10 contains 3039 members Mstep: Class 11 contains 515 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5301 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4004 members Mstep: Class 19 contains 1919 members Mstep: Class 20 contains 6506 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2167 members Mstep: Class 23 contains 10710 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6755 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15089 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11593 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3000 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20690 members Mstep: Class 40 contains 4597 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8491 members Mstep: Class 44 contains 10830 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4069 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7222 members Mstep: Class 49 contains 7215 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 450 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3755 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1579 members Mstep: Class 58 contains 458 members Mstep: Class 59 contains 10029 members Mstep: Class 60 contains 4768 members Mstep: Class 61 contains 5518 members Mstep: Class 62 contains 3810 members Mstep: Class 63 contains 889 members Mstep: Class 64 contains 787 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6851 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2568 members Mstep: Class 69 contains 1546 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1771 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3353 members Mstep: Class 75 contains 1884 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14926 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5335 members Mstep: Class 80 contains 17798 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1823 members Mstep: Class 85 contains 13715 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 649 members Mstep: Class 89 contains 9032 members Mstep: Class 90 contains 2560 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7548 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1018 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18700886.000000 Penalty: 42461.429688 Iteration 204Q: 100 clusters Score -1.870089e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 1537 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 29675 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3464 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3042 members Mstep: Class 11 contains 538 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5300 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4001 members Mstep: Class 19 contains 1920 members Mstep: Class 20 contains 6507 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2168 members Mstep: Class 23 contains 10711 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6754 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15097 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11593 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1363 members Mstep: Class 37 contains 3001 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4598 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 10829 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7223 members Mstep: Class 49 contains 7215 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 450 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3756 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1578 members Mstep: Class 58 contains 456 members Mstep: Class 59 contains 10032 members Mstep: Class 60 contains 4764 members Mstep: Class 61 contains 5515 members Mstep: Class 62 contains 3804 members Mstep: Class 63 contains 889 members Mstep: Class 64 contains 787 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6826 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2569 members Mstep: Class 69 contains 1538 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1080 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3354 members Mstep: Class 75 contains 1882 members Mstep: Class 76 contains 8527 members Mstep: Class 77 contains 14924 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5333 members Mstep: Class 80 contains 17793 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13713 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 648 members Mstep: Class 89 contains 9033 members Mstep: Class 90 contains 2574 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7547 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1016 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18700994.000000 Penalty: 42461.429688 Iteration 205Q: 100 clusters Score -1.870099e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1558 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 29667 members Mstep: Class 5 contains 4783 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3468 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3046 members Mstep: Class 11 contains 535 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4003 members Mstep: Class 19 contains 1922 members Mstep: Class 20 contains 6505 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2168 members Mstep: Class 23 contains 10708 members Mstep: Class 24 contains 1841 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6754 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 725 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15105 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11592 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1363 members Mstep: Class 37 contains 3001 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20689 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8489 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 449 members Mstep: Class 48 contains 7223 members Mstep: Class 49 contains 7216 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 452 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3757 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1578 members Mstep: Class 58 contains 450 members Mstep: Class 59 contains 10035 members Mstep: Class 60 contains 4759 members Mstep: Class 61 contains 5511 members Mstep: Class 62 contains 3793 members Mstep: Class 63 contains 888 members Mstep: Class 64 contains 786 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6835 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2570 members Mstep: Class 69 contains 1536 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1080 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1882 members Mstep: Class 76 contains 8528 members Mstep: Class 77 contains 14924 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5330 members Mstep: Class 80 contains 17790 members Mstep: Class 81 contains 203 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13708 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 649 members Mstep: Class 89 contains 9037 members Mstep: Class 90 contains 2578 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7545 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1015 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701048.000000 Penalty: 42461.429688 Iteration 206Q: 100 clusters Score -1.870105e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1578 members Mstep: Class 3 contains 3917 members Mstep: Class 4 contains 29658 members Mstep: Class 5 contains 4782 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3470 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3050 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5301 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4003 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6503 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10706 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6755 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 723 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15114 members Mstep: Class 33 contains 4861 members Mstep: Class 34 contains 11591 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1363 members Mstep: Class 37 contains 3003 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20688 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8490 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 450 members Mstep: Class 48 contains 7224 members Mstep: Class 49 contains 7215 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 451 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3757 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1581 members Mstep: Class 58 contains 449 members Mstep: Class 59 contains 10036 members Mstep: Class 60 contains 4758 members Mstep: Class 61 contains 5508 members Mstep: Class 62 contains 3791 members Mstep: Class 63 contains 888 members Mstep: Class 64 contains 786 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6836 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2572 members Mstep: Class 69 contains 1536 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1078 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1881 members Mstep: Class 76 contains 8529 members Mstep: Class 77 contains 14921 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5326 members Mstep: Class 80 contains 17787 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13707 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 844 members Mstep: Class 88 contains 648 members Mstep: Class 89 contains 9042 members Mstep: Class 90 contains 2582 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2759 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7548 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1015 members Mstep: Class 99 contains 2083 members Entering Unmasked Estep ConsiderDeletion Score: -18701078.000000 Penalty: 42461.429688 Iteration 207Q: 100 clusters Score -1.870108e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1592 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 29656 members Mstep: Class 5 contains 4781 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3475 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3052 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5301 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4005 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10711 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6756 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 717 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15116 members Mstep: Class 33 contains 4862 members Mstep: Class 34 contains 11594 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3003 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20687 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8491 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 451 members Mstep: Class 48 contains 7226 members Mstep: Class 49 contains 7214 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 449 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3757 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1582 members Mstep: Class 58 contains 446 members Mstep: Class 59 contains 10038 members Mstep: Class 60 contains 4760 members Mstep: Class 61 contains 5503 members Mstep: Class 62 contains 3778 members Mstep: Class 63 contains 888 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6842 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2577 members Mstep: Class 69 contains 1534 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1080 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1882 members Mstep: Class 76 contains 8529 members Mstep: Class 77 contains 14920 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5322 members Mstep: Class 80 contains 17785 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 648 members Mstep: Class 89 contains 9045 members Mstep: Class 90 contains 2586 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2053 members Mstep: Class 94 contains 2764 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7549 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1015 members Mstep: Class 99 contains 2083 members Entering Unmasked Estep ConsiderDeletion Score: -18701048.000000 Penalty: 42461.429688 Iteration 208Q: 100 clusters Score -1.870105e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1610 members Mstep: Class 3 contains 3896 members Mstep: Class 4 contains 29651 members Mstep: Class 5 contains 4780 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 501 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5301 members Mstep: Class 15 contains 22241 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4006 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10710 members Mstep: Class 24 contains 1835 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6757 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3939 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 714 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15120 members Mstep: Class 33 contains 4862 members Mstep: Class 34 contains 11596 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3002 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20688 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8492 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7226 members Mstep: Class 49 contains 7216 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 447 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3757 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1583 members Mstep: Class 58 contains 443 members Mstep: Class 59 contains 10040 members Mstep: Class 60 contains 4762 members Mstep: Class 61 contains 5498 members Mstep: Class 62 contains 3770 members Mstep: Class 63 contains 888 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6851 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2578 members Mstep: Class 69 contains 1531 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1078 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1881 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14920 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5317 members Mstep: Class 80 contains 17784 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13706 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 644 members Mstep: Class 89 contains 9048 members Mstep: Class 90 contains 2592 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2054 members Mstep: Class 94 contains 2767 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7549 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1016 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701106.000000 Penalty: 42461.429688 Iteration 209Q: 100 clusters Score -1.870111e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 1633 members Mstep: Class 3 contains 3884 members Mstep: Class 4 contains 29643 members Mstep: Class 5 contains 4778 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3489 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4007 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11148 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10709 members Mstep: Class 24 contains 1833 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6758 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 712 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15128 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11597 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3003 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20687 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 114 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8493 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7227 members Mstep: Class 49 contains 7219 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 444 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3759 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 441 members Mstep: Class 59 contains 10042 members Mstep: Class 60 contains 4757 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3760 members Mstep: Class 63 contains 888 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6862 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2582 members Mstep: Class 69 contains 1526 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1882 members Mstep: Class 76 contains 8532 members Mstep: Class 77 contains 14918 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17782 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1826 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 642 members Mstep: Class 89 contains 9051 members Mstep: Class 90 contains 2598 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2055 members Mstep: Class 94 contains 2768 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7550 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1016 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701080.000000 Penalty: 42461.429688 Iteration 210Q: 100 clusters Score -1.870108e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 1657 members Mstep: Class 3 contains 3876 members Mstep: Class 4 contains 29636 members Mstep: Class 5 contains 4777 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3495 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 461 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4005 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11149 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10706 members Mstep: Class 24 contains 1834 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6756 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 709 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15132 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11597 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2052 members Mstep: Class 39 contains 20687 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8493 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7228 members Mstep: Class 49 contains 7218 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 444 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3761 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 438 members Mstep: Class 59 contains 10044 members Mstep: Class 60 contains 4756 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3744 members Mstep: Class 63 contains 891 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6878 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1526 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1885 members Mstep: Class 76 contains 8533 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5313 members Mstep: Class 80 contains 17781 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1826 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 640 members Mstep: Class 89 contains 9053 members Mstep: Class 90 contains 2603 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2055 members Mstep: Class 94 contains 2769 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7550 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1015 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701100.000000 Penalty: 42461.429688 Iteration 211Q: 100 clusters Score -1.87011e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1677 members Mstep: Class 3 contains 3870 members Mstep: Class 4 contains 29633 members Mstep: Class 5 contains 4777 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3495 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 4002 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10715 members Mstep: Class 24 contains 1834 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6757 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15135 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11599 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2053 members Mstep: Class 39 contains 20686 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8493 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7228 members Mstep: Class 49 contains 7218 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3754 members Mstep: Class 52 contains 445 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3759 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 435 members Mstep: Class 59 contains 10047 members Mstep: Class 60 contains 4758 members Mstep: Class 61 contains 5490 members Mstep: Class 62 contains 3730 members Mstep: Class 63 contains 891 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6885 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1525 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1080 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3358 members Mstep: Class 75 contains 1886 members Mstep: Class 76 contains 8533 members Mstep: Class 77 contains 14916 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5312 members Mstep: Class 80 contains 17779 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1826 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 635 members Mstep: Class 89 contains 9054 members Mstep: Class 90 contains 2613 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2055 members Mstep: Class 94 contains 2770 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7553 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1014 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701082.000000 Penalty: 42461.429688 Iteration 212Q: 100 clusters Score -1.870108e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 3862 members Mstep: Class 4 contains 29633 members Mstep: Class 5 contains 4776 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3496 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 417 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3998 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10722 members Mstep: Class 24 contains 1834 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6758 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3940 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 706 members Mstep: Class 31 contains 3022 members Mstep: Class 32 contains 15135 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11600 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2053 members Mstep: Class 39 contains 20684 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8494 members Mstep: Class 44 contains 10826 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7228 members Mstep: Class 49 contains 7215 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3754 members Mstep: Class 52 contains 447 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3759 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 433 members Mstep: Class 59 contains 10048 members Mstep: Class 60 contains 4759 members Mstep: Class 61 contains 5490 members Mstep: Class 62 contains 3711 members Mstep: Class 63 contains 892 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6898 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1523 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1774 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1887 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5312 members Mstep: Class 80 contains 17778 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1826 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 632 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2624 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2055 members Mstep: Class 94 contains 2770 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7554 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1013 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701146.000000 Penalty: 42461.429688 Iteration 213Q: 100 clusters Score -1.870115e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1723 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 29629 members Mstep: Class 5 contains 4775 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 394 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3994 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2172 members Mstep: Class 23 contains 10729 members Mstep: Class 24 contains 1834 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6758 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3941 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 705 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15136 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11602 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2054 members Mstep: Class 39 contains 20685 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8496 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7211 members Mstep: Class 50 contains 931 members Mstep: Class 51 contains 3754 members Mstep: Class 52 contains 451 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3757 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10050 members Mstep: Class 60 contains 4755 members Mstep: Class 61 contains 5490 members Mstep: Class 62 contains 3691 members Mstep: Class 63 contains 892 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6917 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1521 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1774 members Mstep: Class 72 contains 1081 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1887 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5312 members Mstep: Class 80 contains 17780 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1825 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 628 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2631 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2055 members Mstep: Class 94 contains 2771 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7556 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1014 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701214.000000 Penalty: 42461.429688 Iteration 214Q: 100 clusters Score -1.870121e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1744 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 29625 members Mstep: Class 5 contains 4775 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3495 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3990 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2174 members Mstep: Class 23 contains 10737 members Mstep: Class 24 contains 1834 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6760 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3940 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15137 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11602 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20687 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8496 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7207 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 455 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3754 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10053 members Mstep: Class 60 contains 4751 members Mstep: Class 61 contains 5490 members Mstep: Class 62 contains 3662 members Mstep: Class 63 contains 893 members Mstep: Class 64 contains 780 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6934 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1520 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1774 members Mstep: Class 72 contains 1083 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1886 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5312 members Mstep: Class 80 contains 17780 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1824 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 625 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2641 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2771 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1017 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701224.000000 Penalty: 42461.429688 Iteration 215Q: 100 clusters Score -1.870122e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1765 members Mstep: Class 3 contains 3849 members Mstep: Class 4 contains 29621 members Mstep: Class 5 contains 4775 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 355 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2174 members Mstep: Class 23 contains 10745 members Mstep: Class 24 contains 1835 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6759 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3938 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15140 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11599 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20689 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8496 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7206 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 456 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3751 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10059 members Mstep: Class 60 contains 4751 members Mstep: Class 61 contains 5489 members Mstep: Class 62 contains 3646 members Mstep: Class 63 contains 893 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6942 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1518 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1884 members Mstep: Class 76 contains 8527 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5313 members Mstep: Class 80 contains 17780 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1823 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 622 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2656 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2771 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1019 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18701308.000000 Penalty: 42461.429688 Iteration 216Q: 100 clusters Score -1.870131e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1793 members Mstep: Class 3 contains 3851 members Mstep: Class 4 contains 29614 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3496 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 332 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3982 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2174 members Mstep: Class 23 contains 10754 members Mstep: Class 24 contains 1835 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6760 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3938 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15145 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11596 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20689 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8494 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7203 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 457 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3751 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10059 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5488 members Mstep: Class 62 contains 3623 members Mstep: Class 63 contains 892 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6950 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2581 members Mstep: Class 69 contains 1511 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1087 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1883 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17780 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2671 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2771 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1022 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701338.000000 Penalty: 42461.429688 Iteration 217Q: 100 clusters Score -1.870134e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1820 members Mstep: Class 3 contains 3848 members Mstep: Class 4 contains 29603 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 307 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3979 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11150 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 10756 members Mstep: Class 24 contains 1835 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6760 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15152 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11593 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20690 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8492 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7198 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 457 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3750 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10059 members Mstep: Class 60 contains 4747 members Mstep: Class 61 contains 5490 members Mstep: Class 62 contains 3593 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6971 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2582 members Mstep: Class 69 contains 1508 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1090 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1881 members Mstep: Class 76 contains 8528 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17781 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2689 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2771 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1024 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701426.000000 Penalty: 42461.429688 Iteration 218Q: 100 clusters Score -1.870143e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1836 members Mstep: Class 3 contains 3847 members Mstep: Class 4 contains 29594 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3504 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 293 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3978 members Mstep: Class 19 contains 1925 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11151 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 10763 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3474 members Mstep: Class 26 contains 6761 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15156 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11591 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8492 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7229 members Mstep: Class 49 contains 7196 members Mstep: Class 50 contains 929 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 458 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3751 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10058 members Mstep: Class 60 contains 4745 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3553 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6984 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1094 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1879 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17781 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1821 members Mstep: Class 85 contains 13702 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2709 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2772 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1030 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701480.000000 Penalty: 42461.429688 Iteration 219Q: 100 clusters Score -1.870148e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1853 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 29587 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3509 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 274 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3978 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11152 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 10770 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6758 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15156 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11592 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2055 members Mstep: Class 39 contains 20691 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8491 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7194 members Mstep: Class 50 contains 927 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 460 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3750 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10058 members Mstep: Class 60 contains 4742 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3527 members Mstep: Class 63 contains 891 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6997 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1501 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1098 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3365 members Mstep: Class 75 contains 1877 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17783 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13702 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2719 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2773 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7557 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1033 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701704.000000 Penalty: 42461.429688 Iteration 220F: 100 clusters Score -1.87017e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 1870 members Mstep: Class 3 contains 3836 members Mstep: Class 4 contains 29584 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3511 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3058 members Mstep: Class 11 contains 306 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3978 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11152 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 10781 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6759 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15158 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11591 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20689 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8490 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7192 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 464 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10057 members Mstep: Class 60 contains 4740 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3483 members Mstep: Class 63 contains 897 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6967 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1501 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1097 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3367 members Mstep: Class 75 contains 1875 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17785 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13702 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9055 members Mstep: Class 90 contains 2735 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2773 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7558 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1033 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18701924.000000 Penalty: 42461.429688 Iteration 221Q: 100 clusters Score -1.870192e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 1877 members Mstep: Class 3 contains 3836 members Mstep: Class 4 contains 29578 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3512 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3060 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11154 members Mstep: Class 22 contains 2172 members Mstep: Class 23 contains 10787 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6759 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15160 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11592 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20686 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7192 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 469 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10056 members Mstep: Class 60 contains 4741 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3435 members Mstep: Class 63 contains 905 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6955 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1500 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1096 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3370 members Mstep: Class 75 contains 1874 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17785 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1822 members Mstep: Class 85 contains 13701 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2753 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2773 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7558 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1033 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702044.000000 Penalty: 42461.429688 Iteration 222Q: 100 clusters Score -1.870204e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1884 members Mstep: Class 3 contains 3834 members Mstep: Class 4 contains 29573 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3517 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3060 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11155 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 10799 members Mstep: Class 24 contains 1836 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6757 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15163 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11594 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20685 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7192 members Mstep: Class 50 contains 923 members Mstep: Class 51 contains 3753 members Mstep: Class 52 contains 472 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10057 members Mstep: Class 60 contains 4740 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3384 members Mstep: Class 63 contains 913 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6947 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1099 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3371 members Mstep: Class 75 contains 1874 members Mstep: Class 76 contains 8533 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17787 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1824 members Mstep: Class 85 contains 13700 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2766 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2774 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7560 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1029 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702066.000000 Penalty: 42461.429688 Iteration 223Q: 100 clusters Score -1.870207e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 1884 members Mstep: Class 3 contains 3825 members Mstep: Class 4 contains 29563 members Mstep: Class 5 contains 4773 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3519 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 346 members Mstep: Class 12 contains 343 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10810 members Mstep: Class 24 contains 1837 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6755 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15169 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11599 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1362 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20684 members Mstep: Class 40 contains 4599 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7187 members Mstep: Class 50 contains 923 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 476 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10058 members Mstep: Class 60 contains 4740 members Mstep: Class 61 contains 5491 members Mstep: Class 62 contains 3347 members Mstep: Class 63 contains 914 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6947 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1495 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1105 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3372 members Mstep: Class 75 contains 1873 members Mstep: Class 76 contains 8533 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17789 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1826 members Mstep: Class 85 contains 13699 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2790 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2775 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7562 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1028 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702034.000000 Penalty: 42461.429688 Iteration 224Q: 100 clusters Score -1.870203e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 1885 members Mstep: Class 3 contains 3818 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4773 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3513 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 350 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10826 members Mstep: Class 24 contains 1840 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6752 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 702 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4860 members Mstep: Class 34 contains 11600 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20683 members Mstep: Class 40 contains 4601 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8488 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7184 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 476 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 429 members Mstep: Class 59 contains 10058 members Mstep: Class 60 contains 4740 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3305 members Mstep: Class 63 contains 917 members Mstep: Class 64 contains 783 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6949 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1112 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3370 members Mstep: Class 75 contains 1873 members Mstep: Class 76 contains 8531 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5313 members Mstep: Class 80 contains 17794 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1828 members Mstep: Class 85 contains 13700 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2808 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2775 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7566 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1028 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702080.000000 Penalty: 42461.429688 Iteration 225Q: 100 clusters Score -1.870208e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3810 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4773 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3508 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 352 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 10839 members Mstep: Class 24 contains 1842 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6751 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11599 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20683 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7179 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 478 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 428 members Mstep: Class 59 contains 10058 members Mstep: Class 60 contains 4741 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3259 members Mstep: Class 63 contains 924 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6966 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1116 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3369 members Mstep: Class 75 contains 1874 members Mstep: Class 76 contains 8529 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5313 members Mstep: Class 80 contains 17801 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1829 members Mstep: Class 85 contains 13699 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2823 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2776 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7567 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1028 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702094.000000 Penalty: 42461.429688 Iteration 226Q: 100 clusters Score -1.870209e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3806 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4772 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3505 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3977 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 10848 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6752 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15178 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11599 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1360 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20682 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7179 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 483 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 428 members Mstep: Class 59 contains 10059 members Mstep: Class 60 contains 4741 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3203 members Mstep: Class 63 contains 926 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6979 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3367 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8530 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17805 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1831 members Mstep: Class 85 contains 13699 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2839 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2776 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7570 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1032 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702146.000000 Penalty: 42461.429688 Iteration 227Q: 100 clusters Score -1.870215e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3807 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4772 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3503 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3978 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 10855 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6751 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15178 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11602 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1361 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20681 members Mstep: Class 40 contains 4600 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7178 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 494 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 428 members Mstep: Class 59 contains 10060 members Mstep: Class 60 contains 4741 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3138 members Mstep: Class 63 contains 932 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6988 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3365 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8530 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5315 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 205 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1833 members Mstep: Class 85 contains 13700 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9056 members Mstep: Class 90 contains 2850 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7575 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1037 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702230.000000 Penalty: 42461.429688 Iteration 228Q: 100 clusters Score -1.870223e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1885 members Mstep: Class 3 contains 3809 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4772 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3979 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11155 members Mstep: Class 22 contains 2172 members Mstep: Class 23 contains 10863 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6751 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3933 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15180 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11596 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1364 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20680 members Mstep: Class 40 contains 4603 members Mstep: Class 41 contains 117 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 452 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7177 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 504 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 429 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4744 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3076 members Mstep: Class 63 contains 938 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6992 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8526 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5315 members Mstep: Class 80 contains 17815 members Mstep: Class 81 contains 206 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1837 members Mstep: Class 85 contains 13700 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2853 members Mstep: Class 91 contains 492 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7582 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1047 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702274.000000 Penalty: 42461.429688 Iteration 229Q: 100 clusters Score -1.870227e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3806 members Mstep: Class 4 contains 29556 members Mstep: Class 5 contains 4770 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3061 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3978 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11155 members Mstep: Class 22 contains 2173 members Mstep: Class 23 contains 10869 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6752 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3933 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15181 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11592 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1368 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4605 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7175 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 514 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 430 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4746 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 3015 members Mstep: Class 63 contains 948 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6992 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1143 members Mstep: Class 73 contains 694 members Mstep: Class 74 contains 3358 members Mstep: Class 75 contains 1870 members Mstep: Class 76 contains 8519 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17817 members Mstep: Class 81 contains 209 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1840 members Mstep: Class 85 contains 13701 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2865 members Mstep: Class 91 contains 491 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2056 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7591 members Mstep: Class 97 contains 153 members Mstep: Class 98 contains 1059 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702340.000000 Penalty: 42461.429688 Iteration 230Q: 100 clusters Score -1.870234e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3800 members Mstep: Class 4 contains 29553 members Mstep: Class 5 contains 4770 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3495 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3063 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1923 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10870 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6747 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15183 members Mstep: Class 33 contains 4859 members Mstep: Class 34 contains 11587 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1370 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4608 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7172 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 530 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2978 members Mstep: Class 63 contains 955 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6990 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1149 members Mstep: Class 73 contains 693 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1869 members Mstep: Class 76 contains 8512 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17822 members Mstep: Class 81 contains 212 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1841 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2864 members Mstep: Class 91 contains 490 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2057 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7598 members Mstep: Class 97 contains 152 members Mstep: Class 98 contains 1069 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702452.000000 Penalty: 42461.429688 Iteration 231Q: 100 clusters Score -1.870245e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 29553 members Mstep: Class 5 contains 4769 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3493 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3065 members Mstep: Class 11 contains 352 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5302 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10869 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6744 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15184 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11588 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1372 members Mstep: Class 37 contains 3005 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4610 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7169 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3750 members Mstep: Class 52 contains 538 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2958 members Mstep: Class 63 contains 965 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6982 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1152 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3350 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8505 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17822 members Mstep: Class 81 contains 215 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1844 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2870 members Mstep: Class 91 contains 489 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2059 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7609 members Mstep: Class 97 contains 152 members Mstep: Class 98 contains 1074 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702406.000000 Penalty: 42461.429688 Iteration 232Q: 100 clusters Score -1.870241e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1888 members Mstep: Class 3 contains 3785 members Mstep: Class 4 contains 29554 members Mstep: Class 5 contains 4769 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3493 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3073 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3982 members Mstep: Class 19 contains 1929 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2177 members Mstep: Class 23 contains 10869 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15183 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11585 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1374 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4611 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 552 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10065 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2929 members Mstep: Class 63 contains 969 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6974 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1152 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3343 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8502 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17819 members Mstep: Class 81 contains 218 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1847 members Mstep: Class 85 contains 13704 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2872 members Mstep: Class 91 contains 488 members Mstep: Class 92 contains 1590 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2776 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7619 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1090 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702448.000000 Penalty: 42461.429688 Iteration 233Q: 100 clusters Score -1.870245e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1888 members Mstep: Class 3 contains 3783 members Mstep: Class 4 contains 29554 members Mstep: Class 5 contains 4769 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3079 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3982 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2177 members Mstep: Class 23 contains 10870 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15182 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11587 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1376 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4612 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8483 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 558 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10063 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2905 members Mstep: Class 63 contains 971 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6966 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1153 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1870 members Mstep: Class 76 contains 8501 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17815 members Mstep: Class 81 contains 220 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1850 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2877 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7625 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1100 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702444.000000 Penalty: 42461.429688 Iteration 234Q: 100 clusters Score -1.870244e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3785 members Mstep: Class 4 contains 29552 members Mstep: Class 5 contains 4769 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3488 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3086 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5303 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3982 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2176 members Mstep: Class 23 contains 10873 members Mstep: Class 24 contains 1843 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6733 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15183 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11587 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1380 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4616 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8482 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 454 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 924 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 567 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10063 members Mstep: Class 60 contains 4750 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2884 members Mstep: Class 63 contains 971 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6956 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1154 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1870 members Mstep: Class 76 contains 8503 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17813 members Mstep: Class 81 contains 223 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1851 members Mstep: Class 85 contains 13706 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2871 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7631 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1108 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702482.000000 Penalty: 42461.429688 Iteration 235Q: 100 clusters Score -1.870248e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3786 members Mstep: Class 4 contains 29551 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3484 members Mstep: Class 8 contains 575 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3092 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1929 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10878 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6732 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3939 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15183 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11586 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1381 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4619 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8482 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 455 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 923 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 575 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1584 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4750 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2869 members Mstep: Class 63 contains 970 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6950 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1154 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8504 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17814 members Mstep: Class 81 contains 224 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1850 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2864 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7636 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1113 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702456.000000 Penalty: 42461.429688 Iteration 236Q: 100 clusters Score -1.870246e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 29551 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3096 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10880 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6732 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3938 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15183 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11586 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1380 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4621 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8482 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 456 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 923 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 583 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10063 members Mstep: Class 60 contains 4750 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2851 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6945 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1153 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8503 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17815 members Mstep: Class 81 contains 224 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1850 members Mstep: Class 85 contains 13708 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2858 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1589 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1121 members Mstep: Class 99 contains 2086 members Entering Unmasked Estep ConsiderDeletion Score: -18702410.000000 Penalty: 42461.429688 Iteration 237Q: 100 clusters Score -1.870241e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3788 members Mstep: Class 4 contains 29551 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3099 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10882 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6733 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15182 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11585 members Mstep: Class 35 contains 2795 members Mstep: Class 36 contains 1380 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4622 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8481 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 457 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 922 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 587 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10064 members Mstep: Class 60 contains 4750 members Mstep: Class 61 contains 5493 members Mstep: Class 62 contains 2840 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6943 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1492 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1153 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8503 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17814 members Mstep: Class 81 contains 226 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1849 members Mstep: Class 85 contains 13710 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2857 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1123 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702426.000000 Penalty: 42461.429688 Iteration 238Q: 100 clusters Score -1.870243e+07 nChanged 55 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 29551 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3102 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 10883 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6731 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15180 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11585 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1383 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4623 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8479 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 458 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 594 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1586 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10064 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5493 members Mstep: Class 62 contains 2833 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6938 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1491 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1154 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3349 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8502 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17813 members Mstep: Class 81 contains 227 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1849 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2857 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1124 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702438.000000 Penalty: 42461.429688 Iteration 239Q: 100 clusters Score -1.870244e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 29551 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2176 members Mstep: Class 23 contains 10885 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6730 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15175 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11583 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1384 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8479 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 458 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7165 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 592 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1585 members Mstep: Class 58 contains 433 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5493 members Mstep: Class 62 contains 2828 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6935 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1156 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3355 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8501 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17812 members Mstep: Class 81 contains 230 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1849 members Mstep: Class 85 contains 13713 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9058 members Mstep: Class 90 contains 2854 members Mstep: Class 91 contains 487 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 151 members Mstep: Class 98 contains 1130 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702438.000000 Penalty: 42461.429688 Iteration 240F: 100 clusters Score -1.870244e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 29549 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3106 members Mstep: Class 11 contains 368 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3981 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2177 members Mstep: Class 23 contains 10887 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6730 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 703 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15175 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11581 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1387 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20674 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8479 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 458 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7164 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 586 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1586 members Mstep: Class 58 contains 434 members Mstep: Class 59 contains 10060 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5492 members Mstep: Class 62 contains 2824 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6917 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1162 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3358 members Mstep: Class 75 contains 1870 members Mstep: Class 76 contains 8499 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17809 members Mstep: Class 81 contains 235 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1847 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2852 members Mstep: Class 91 contains 486 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 150 members Mstep: Class 98 contains 1135 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702464.000000 Penalty: 42461.429688 Iteration 241Q: 100 clusters Score -1.870246e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1884 members Mstep: Class 3 contains 3792 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3479 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2178 members Mstep: Class 23 contains 10889 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6729 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 704 members Mstep: Class 31 contains 3020 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11580 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8480 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 458 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7163 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 585 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 434 members Mstep: Class 59 contains 10060 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5489 members Mstep: Class 62 contains 2820 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6915 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1870 members Mstep: Class 76 contains 8498 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17806 members Mstep: Class 81 contains 237 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1847 members Mstep: Class 85 contains 13713 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2850 members Mstep: Class 91 contains 485 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 150 members Mstep: Class 98 contains 1137 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702480.000000 Penalty: 42461.429688 Iteration 242Q: 100 clusters Score -1.870248e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3478 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3111 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2180 members Mstep: Class 23 contains 10891 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6729 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 705 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11579 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1390 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8482 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 458 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7161 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 590 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10062 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5487 members Mstep: Class 62 contains 2803 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6917 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1169 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8499 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 240 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1846 members Mstep: Class 85 contains 13715 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2846 members Mstep: Class 91 contains 483 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 149 members Mstep: Class 98 contains 1139 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702496.000000 Penalty: 42461.429688 Iteration 243Q: 100 clusters Score -1.87025e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3479 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2181 members Mstep: Class 23 contains 10891 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6730 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3933 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 705 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11578 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1393 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 459 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7159 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 589 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10063 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5487 members Mstep: Class 62 contains 2795 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6917 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1175 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8497 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 241 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1846 members Mstep: Class 85 contains 13716 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2846 members Mstep: Class 91 contains 482 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 149 members Mstep: Class 98 contains 1139 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702478.000000 Penalty: 42461.429688 Iteration 244Q: 100 clusters Score -1.870248e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3787 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3479 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2184 members Mstep: Class 23 contains 10890 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6732 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3933 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 705 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11579 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1393 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7156 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 587 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10065 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5487 members Mstep: Class 62 contains 2785 members Mstep: Class 63 contains 980 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1176 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8496 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 247 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13716 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2846 members Mstep: Class 91 contains 480 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 149 members Mstep: Class 98 contains 1138 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702524.000000 Penalty: 42461.429688 Iteration 245Q: 100 clusters Score -1.870252e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2186 members Mstep: Class 23 contains 10887 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 706 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11580 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7154 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 593 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10068 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5487 members Mstep: Class 62 contains 2777 members Mstep: Class 63 contains 981 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1176 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 252 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13715 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 476 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 149 members Mstep: Class 98 contains 1134 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702526.000000 Penalty: 42461.429688 Iteration 246Q: 100 clusters Score -1.870253e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3479 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3984 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2188 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11580 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1396 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7152 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 606 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1587 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10070 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5487 members Mstep: Class 62 contains 2774 members Mstep: Class 63 contains 983 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1175 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8490 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 254 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1844 members Mstep: Class 85 contains 13716 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 472 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 148 members Mstep: Class 98 contains 1130 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702488.000000 Penalty: 42461.429688 Iteration 247Q: 100 clusters Score -1.870249e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3478 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11580 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1396 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 614 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10072 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5486 members Mstep: Class 62 contains 2768 members Mstep: Class 63 contains 987 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1175 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8490 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 254 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1843 members Mstep: Class 85 contains 13716 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 470 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 148 members Mstep: Class 98 contains 1128 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702488.000000 Penalty: 42461.429688 Iteration 248Q: 100 clusters Score -1.870249e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3478 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11581 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 621 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5485 members Mstep: Class 62 contains 2760 members Mstep: Class 63 contains 989 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1176 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8490 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 255 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1843 members Mstep: Class 85 contains 13717 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 468 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 148 members Mstep: Class 98 contains 1124 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702490.000000 Penalty: 42461.429688 Iteration 249Q: 100 clusters Score -1.870249e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3479 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11582 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1396 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 628 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10076 members Mstep: Class 60 contains 4749 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2753 members Mstep: Class 63 contains 990 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6919 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1176 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 257 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1843 members Mstep: Class 85 contains 13717 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 465 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 147 members Mstep: Class 98 contains 1121 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702488.000000 Penalty: 42461.429688 Iteration 250Q: 100 clusters Score -1.870249e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 345 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11583 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 629 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10079 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2744 members Mstep: Class 63 contains 990 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6918 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1177 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 260 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1843 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 463 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 145 members Mstep: Class 98 contains 1120 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702524.000000 Penalty: 42461.429688 Iteration 251Q: 100 clusters Score -1.870252e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3784 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 346 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11583 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 636 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10078 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2737 members Mstep: Class 63 contains 989 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6918 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1179 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8489 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 262 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1843 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 144 members Mstep: Class 98 contains 1122 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702534.000000 Penalty: 42461.429688 Iteration 252Q: 100 clusters Score -1.870253e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3783 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11582 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 644 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10078 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2733 members Mstep: Class 63 contains 988 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6919 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1183 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8487 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17803 members Mstep: Class 81 contains 262 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1842 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 143 members Mstep: Class 98 contains 1121 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702500.000000 Penalty: 42461.429688 Iteration 253Q: 100 clusters Score -1.87025e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3782 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11579 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 642 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10078 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2732 members Mstep: Class 63 contains 987 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1187 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8488 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 263 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1844 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 143 members Mstep: Class 98 contains 1120 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702498.000000 Penalty: 42461.429688 Iteration 254Q: 100 clusters Score -1.87025e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3781 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 708 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11578 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 460 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 643 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10078 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2730 members Mstep: Class 63 contains 987 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6921 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1188 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8488 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1116 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702530.000000 Penalty: 42461.429688 Iteration 255Q: 100 clusters Score -1.870253e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3780 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3987 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 709 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11577 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 461 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 648 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2730 members Mstep: Class 63 contains 986 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1188 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1111 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702532.000000 Penalty: 42461.429688 Iteration 256Q: 100 clusters Score -1.870253e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3781 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 710 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11577 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 462 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 652 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2729 members Mstep: Class 63 contains 983 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1491 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1188 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8492 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1108 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702532.000000 Penalty: 42461.429688 Iteration 257Q: 100 clusters Score -1.870253e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3781 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1844 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 710 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11576 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 463 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 657 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10076 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2727 members Mstep: Class 63 contains 983 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1493 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1189 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 264 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1103 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702532.000000 Penalty: 42461.429688 Iteration 258Q: 100 clusters Score -1.870253e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3777 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1845 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 712 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11573 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 465 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 665 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2726 members Mstep: Class 63 contains 980 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1190 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8492 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 264 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1846 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1101 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702556.000000 Penalty: 42461.429688 Iteration 259Q: 100 clusters Score -1.870256e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 716 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 466 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 668 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2725 members Mstep: Class 63 contains 978 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6921 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1186 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 264 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1844 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1102 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702578.000000 Penalty: 42461.429688 Iteration 260F: 100 clusters Score -1.870258e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3480 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 718 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 466 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 671 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2723 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6921 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1184 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1104 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702594.000000 Penalty: 42461.429688 Iteration 261Q: 100 clusters Score -1.870259e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 722 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 466 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 674 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10074 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2720 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6922 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1179 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1106 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702590.000000 Penalty: 42461.429688 Iteration 262Q: 100 clusters Score -1.870259e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3778 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 722 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11570 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 466 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 675 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2719 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6922 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1180 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 265 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1845 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1109 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702594.000000 Penalty: 42461.429688 Iteration 263Q: 100 clusters Score -1.870259e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3775 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 722 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11567 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 468 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 671 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10074 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2718 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1181 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3361 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8493 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1846 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1116 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702594.000000 Penalty: 42461.429688 Iteration 264Q: 100 clusters Score -1.870259e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3773 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1926 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 724 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11567 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 468 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 672 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10072 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1180 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3360 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8492 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1848 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1119 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702584.000000 Penalty: 42461.429688 Iteration 265Q: 100 clusters Score -1.870258e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3773 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15177 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11566 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 469 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 671 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10072 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1179 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1849 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1121 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702572.000000 Penalty: 42461.429688 Iteration 266Q: 100 clusters Score -1.870257e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3772 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3482 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3986 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11566 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 471 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 669 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10073 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2716 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1180 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1849 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1122 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702578.000000 Penalty: 42461.429688 Iteration 267Q: 100 clusters Score -1.870258e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3772 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3483 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11566 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 669 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10074 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2716 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1181 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3357 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1848 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1119 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702582.000000 Penalty: 42461.429688 Iteration 268Q: 100 clusters Score -1.870258e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3770 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3485 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 1927 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10885 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11565 members Mstep: Class 35 contains 2794 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 670 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10074 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2716 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1181 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3354 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1853 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 462 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1117 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702582.000000 Penalty: 42461.429688 Iteration 269Q: 100 clusters Score -1.870258e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3770 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3484 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 1928 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10886 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11566 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 921 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 670 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2716 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1183 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3351 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1856 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 460 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1115 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702574.000000 Penalty: 42461.429688 Iteration 270Q: 100 clusters Score -1.870257e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3768 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3484 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10887 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15176 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11567 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 670 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2715 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6925 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1184 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1860 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 459 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1112 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702580.000000 Penalty: 42461.429688 Iteration 271Q: 100 clusters Score -1.870258e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3767 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3483 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3984 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10889 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15175 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11571 members Mstep: Class 35 contains 2793 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 671 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2715 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6926 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1186 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1862 members Mstep: Class 85 contains 13719 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 456 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1105 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702576.000000 Penalty: 42461.429688 Iteration 272Q: 100 clusters Score -1.870258e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3762 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3485 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3984 members Mstep: Class 19 contains 1930 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10889 members Mstep: Class 24 contains 1846 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15175 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 673 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10078 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2714 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6926 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1189 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 266 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1865 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1102 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702598.000000 Penalty: 42461.429688 Iteration 273Q: 100 clusters Score -1.87026e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3756 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3488 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3985 members Mstep: Class 19 contains 1929 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10891 members Mstep: Class 24 contains 1847 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 726 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15173 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 674 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10079 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2713 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6925 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1189 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3347 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 267 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1868 members Mstep: Class 85 contains 13718 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1098 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702570.000000 Penalty: 42461.429688 Iteration 274Q: 100 clusters Score -1.870257e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3750 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3489 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3983 members Mstep: Class 19 contains 1931 members Mstep: Class 20 contains 6502 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 727 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15171 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11572 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 676 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10079 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2714 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1187 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3347 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 268 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1869 members Mstep: Class 85 contains 13717 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2777 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1095 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702590.000000 Penalty: 42461.429688 Iteration 275Q: 100 clusters Score -1.870259e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3490 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3982 members Mstep: Class 19 contains 1934 members Mstep: Class 20 contains 6501 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 728 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15171 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11571 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 683 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10079 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2713 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1185 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 268 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1870 members Mstep: Class 85 contains 13715 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1093 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702590.000000 Penalty: 42461.429688 Iteration 276Q: 100 clusters Score -1.870259e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3750 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3490 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 6500 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 730 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15171 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11571 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 688 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2713 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1183 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8490 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 268 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1870 members Mstep: Class 85 contains 13714 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1088 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702598.000000 Penalty: 42461.429688 Iteration 277Q: 100 clusters Score -1.87026e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 6498 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 731 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15171 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11570 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 692 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2714 members Mstep: Class 63 contains 975 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 309 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1182 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8491 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 268 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1870 members Mstep: Class 85 contains 13713 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1081 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702592.000000 Penalty: 42461.429688 Iteration 278Q: 100 clusters Score -1.870259e+07 nChanged 25 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 6496 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 732 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15171 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11569 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 699 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10081 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2713 members Mstep: Class 63 contains 977 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6925 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1181 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8489 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 269 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1870 members Mstep: Class 85 contains 13713 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1074 members Mstep: Class 99 contains 2085 members Entering Unmasked Estep ConsiderDeletion Score: -18702594.000000 Penalty: 42461.429688 Iteration 279Q: 100 clusters Score -1.870259e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1939 members Mstep: Class 20 contains 6495 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6734 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 733 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15170 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11570 members Mstep: Class 35 contains 2792 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 707 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10081 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2712 members Mstep: Class 63 contains 977 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6925 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1180 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8489 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 270 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1869 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 532 members Mstep: Class 96 contains 7644 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1073 members Mstep: Class 99 contains 2084 members Entering Unmasked Estep ConsiderDeletion Score: -18702588.000000 Penalty: 42461.429688 Iteration 280F: 100 clusters Score -1.870259e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1942 members Mstep: Class 20 contains 6496 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 734 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15170 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11570 members Mstep: Class 35 contains 2791 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 712 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2712 members Mstep: Class 63 contains 976 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6924 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2584 members Mstep: Class 69 contains 1494 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1179 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8487 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 272 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1869 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 533 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1069 members Mstep: Class 99 contains 2082 members Entering Unmasked Estep ConsiderDeletion Score: -18702622.000000 Penalty: 42461.429688 Iteration 281Q: 100 clusters Score -1.870262e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 3749 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1945 members Mstep: Class 20 contains 6495 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 736 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15169 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11566 members Mstep: Class 35 contains 2790 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20679 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 474 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 718 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1587 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2710 members Mstep: Class 63 contains 974 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6923 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2585 members Mstep: Class 69 contains 1495 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1176 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8486 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 274 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1869 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 535 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1067 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702632.000000 Penalty: 42461.429688 Iteration 282Q: 100 clusters Score -1.870263e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 3748 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 6492 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6737 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 736 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15167 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11564 members Mstep: Class 35 contains 2790 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2056 members Mstep: Class 39 contains 20678 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 474 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 718 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1587 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5483 members Mstep: Class 62 contains 2707 members Mstep: Class 63 contains 973 members Mstep: Class 64 contains 785 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6925 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1497 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1177 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8486 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 277 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1869 members Mstep: Class 85 contains 13712 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2845 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 536 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1066 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702654.000000 Penalty: 42461.429688 Iteration 283Q: 100 clusters Score -1.870265e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 3748 members Mstep: Class 4 contains 29548 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5304 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 6491 members Mstep: Class 21 contains 11156 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1884 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 739 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15166 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11562 members Mstep: Class 35 contains 2789 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2057 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 474 members Mstep: Class 48 contains 7230 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 728 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1587 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10080 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5483 members Mstep: Class 62 contains 2705 members Mstep: Class 63 contains 970 members Mstep: Class 64 contains 784 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6926 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2588 members Mstep: Class 69 contains 1497 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1175 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8486 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 279 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1870 members Mstep: Class 85 contains 13711 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 536 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1063 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702652.000000 Penalty: 42461.429688 Iteration 284Q: 100 clusters Score -1.870265e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3747 members Mstep: Class 4 contains 29546 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6490 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1850 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1884 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 745 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15165 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11560 members Mstep: Class 35 contains 2788 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2057 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10827 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 474 members Mstep: Class 48 contains 7231 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 733 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10079 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2704 members Mstep: Class 63 contains 970 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6926 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1168 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3345 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8485 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 283 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1872 members Mstep: Class 85 contains 13711 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 537 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1059 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702654.000000 Penalty: 42461.429688 Iteration 285Q: 100 clusters Score -1.870265e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3744 members Mstep: Class 4 contains 29544 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6489 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1851 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6736 members Mstep: Class 27 contains 1884 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 755 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15164 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11558 members Mstep: Class 35 contains 2788 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10826 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 474 members Mstep: Class 48 contains 7232 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 744 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10076 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2703 members Mstep: Class 63 contains 963 members Mstep: Class 64 contains 782 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6927 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1160 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8485 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 287 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1873 members Mstep: Class 85 contains 13711 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2844 members Mstep: Class 91 contains 455 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 538 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1058 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702658.000000 Penalty: 42461.429688 Iteration 286Q: 100 clusters Score -1.870266e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3737 members Mstep: Class 4 contains 29542 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5305 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3980 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 6489 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1884 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 759 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15166 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11558 members Mstep: Class 35 contains 2787 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10826 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 473 members Mstep: Class 48 contains 7232 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 751 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10075 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2701 members Mstep: Class 63 contains 963 members Mstep: Class 64 contains 781 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6928 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8484 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 289 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1876 members Mstep: Class 85 contains 13710 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2843 members Mstep: Class 91 contains 454 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 538 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1053 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702674.000000 Penalty: 42461.429688 Iteration 287Q: 100 clusters Score -1.870267e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3735 members Mstep: Class 4 contains 29541 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3979 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 6489 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10898 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6735 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 764 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15167 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11556 members Mstep: Class 35 contains 2785 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10826 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 476 members Mstep: Class 48 contains 7232 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 761 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 431 members Mstep: Class 59 contains 10077 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2699 members Mstep: Class 63 contains 961 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6929 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3342 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8484 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 289 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1880 members Mstep: Class 85 contains 13707 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2842 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 540 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1047 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702672.000000 Penalty: 42461.429688 Iteration 288Q: 100 clusters Score -1.870267e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3735 members Mstep: Class 4 contains 29540 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3977 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 6489 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6732 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3932 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 766 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15167 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11552 members Mstep: Class 35 contains 2783 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10824 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 479 members Mstep: Class 48 contains 7233 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 771 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10073 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2700 members Mstep: Class 63 contains 956 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6928 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1496 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1772 members Mstep: Class 72 contains 1175 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3339 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8483 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 291 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1885 members Mstep: Class 85 contains 13706 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2839 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 543 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1050 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702704.000000 Penalty: 42461.429688 Iteration 289Q: 100 clusters Score -1.87027e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3733 members Mstep: Class 4 contains 29540 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3491 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6489 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6727 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3933 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 765 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15166 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11549 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1398 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10823 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 483 members Mstep: Class 48 contains 7233 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 778 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10071 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2703 members Mstep: Class 63 contains 951 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6927 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1497 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1773 members Mstep: Class 72 contains 1189 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3339 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8482 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 293 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1889 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2838 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 544 members Mstep: Class 96 contains 7643 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1047 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702724.000000 Penalty: 42461.429688 Iteration 290Q: 100 clusters Score -1.870272e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3726 members Mstep: Class 4 contains 29540 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3490 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6490 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6724 members Mstep: Class 27 contains 1883 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 766 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15165 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11548 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1397 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2058 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4624 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8485 members Mstep: Class 44 contains 10821 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 486 members Mstep: Class 48 contains 7233 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 790 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10068 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2701 members Mstep: Class 63 contains 943 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6929 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1496 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1774 members Mstep: Class 72 contains 1200 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3340 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8481 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 296 members Mstep: Class 82 contains 456 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1891 members Mstep: Class 85 contains 13706 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2837 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 545 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1043 members Mstep: Class 99 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -18702728.000000 Penalty: 42461.429688 Iteration 291Q: 100 clusters Score -1.870273e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3722 members Mstep: Class 4 contains 29539 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6490 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6723 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 765 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15164 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11543 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2059 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10819 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 486 members Mstep: Class 48 contains 7233 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 807 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10067 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2700 members Mstep: Class 63 contains 937 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6934 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1497 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1775 members Mstep: Class 72 contains 1206 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3340 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8482 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 298 members Mstep: Class 82 contains 455 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1894 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2837 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 548 members Mstep: Class 96 contains 7641 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1030 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702742.000000 Penalty: 42461.429688 Iteration 292Q: 100 clusters Score -1.870274e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3719 members Mstep: Class 4 contains 29538 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6490 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10899 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6721 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 764 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15164 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11539 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 118 members Mstep: Class 42 contains 910 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10817 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 488 members Mstep: Class 48 contains 7234 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 831 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10064 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2705 members Mstep: Class 63 contains 927 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6933 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1499 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1207 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3339 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8484 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 302 members Mstep: Class 82 contains 454 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1896 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2837 members Mstep: Class 91 contains 452 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 550 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1014 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702770.000000 Penalty: 42461.429688 Iteration 293Q: 100 clusters Score -1.870277e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3716 members Mstep: Class 4 contains 29537 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3493 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 347 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22240 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3975 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6488 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10901 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6718 members Mstep: Class 27 contains 1881 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 762 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15163 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11536 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 117 members Mstep: Class 42 contains 911 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10817 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 489 members Mstep: Class 48 contains 7237 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 854 members Mstep: Class 53 contains 4331 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10059 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2705 members Mstep: Class 63 contains 917 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6931 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1500 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1210 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3339 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8485 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 308 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1896 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 621 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2836 members Mstep: Class 91 contains 451 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 553 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1009 members Mstep: Class 99 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -18702792.000000 Penalty: 42461.429688 Iteration 294Q: 100 clusters Score -1.870279e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3715 members Mstep: Class 4 contains 29535 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3498 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22239 members Mstep: Class 16 contains 14297 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 6485 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10901 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6715 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 760 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15164 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11531 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20677 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 911 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10817 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 491 members Mstep: Class 48 contains 7242 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 885 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5297 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1588 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10054 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2703 members Mstep: Class 63 contains 905 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6930 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1208 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3338 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8480 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 312 members Mstep: Class 82 contains 453 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1897 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 620 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2837 members Mstep: Class 91 contains 450 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 554 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1005 members Mstep: Class 99 contains 2076 members Entering Unmasked Estep ConsiderDeletion Score: -18702768.000000 Penalty: 42461.429688 Iteration 295Q: 100 clusters Score -1.870277e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3710 members Mstep: Class 4 contains 29530 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5306 members Mstep: Class 15 contains 22238 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6485 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10902 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6709 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3559 members Mstep: Class 30 contains 760 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15167 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11526 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20676 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 913 members Mstep: Class 43 contains 8484 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 492 members Mstep: Class 48 contains 7244 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 905 members Mstep: Class 53 contains 4330 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5296 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10051 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2704 members Mstep: Class 63 contains 901 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6932 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1210 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3338 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8476 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 314 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1898 members Mstep: Class 85 contains 13705 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 619 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2838 members Mstep: Class 91 contains 449 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1005 members Mstep: Class 99 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -18702774.000000 Penalty: 42461.429688 Iteration 296Q: 100 clusters Score -1.870277e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3710 members Mstep: Class 4 contains 29530 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 22235 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 6482 members Mstep: Class 21 contains 11157 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10901 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6709 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 761 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15167 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11523 members Mstep: Class 35 contains 2782 members Mstep: Class 36 contains 1393 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 915 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4070 members Mstep: Class 47 contains 492 members Mstep: Class 48 contains 7249 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 917 members Mstep: Class 53 contains 4326 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5295 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10049 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2702 members Mstep: Class 63 contains 898 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6933 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1217 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3337 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8474 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 317 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1901 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 618 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2833 members Mstep: Class 91 contains 447 members Mstep: Class 92 contains 1587 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 1003 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702826.000000 Penalty: 42461.429688 Iteration 297Q: 100 clusters Score -1.870283e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 3707 members Mstep: Class 4 contains 29529 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5308 members Mstep: Class 15 contains 22234 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3975 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 6481 members Mstep: Class 21 contains 11158 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10902 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3561 members Mstep: Class 30 contains 764 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15162 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11519 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 917 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1943 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7250 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 929 members Mstep: Class 53 contains 4325 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5294 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10048 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2704 members Mstep: Class 63 contains 897 members Mstep: Class 64 contains 779 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6932 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1223 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3342 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8475 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 318 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1902 members Mstep: Class 85 contains 13703 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2833 members Mstep: Class 91 contains 445 members Mstep: Class 92 contains 1586 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7642 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 991 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702836.000000 Penalty: 42461.429688 Iteration 298Q: 100 clusters Score -1.870284e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3707 members Mstep: Class 4 contains 29525 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5309 members Mstep: Class 15 contains 22233 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3973 members Mstep: Class 19 contains 1955 members Mstep: Class 20 contains 6479 members Mstep: Class 21 contains 11158 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10902 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6707 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 764 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15162 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11521 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 917 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1944 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7250 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 949 members Mstep: Class 53 contains 4324 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5293 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10044 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2699 members Mstep: Class 63 contains 894 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6928 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1235 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3340 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8474 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 320 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3079 members Mstep: Class 84 contains 1905 members Mstep: Class 85 contains 13702 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2832 members Mstep: Class 91 contains 442 members Mstep: Class 92 contains 1588 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 979 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702852.000000 Penalty: 42461.429688 Iteration 299Q: 100 clusters Score -1.870285e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1880 members Mstep: Class 3 contains 3709 members Mstep: Class 4 contains 29522 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3498 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5312 members Mstep: Class 15 contains 22233 members Mstep: Class 16 contains 14295 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3971 members Mstep: Class 19 contains 1956 members Mstep: Class 20 contains 6478 members Mstep: Class 21 contains 11158 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10902 members Mstep: Class 24 contains 1854 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6705 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3937 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 765 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15154 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11517 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4071 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7250 members Mstep: Class 49 contains 7150 members Mstep: Class 50 contains 920 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 969 members Mstep: Class 53 contains 4322 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5292 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10046 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2699 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 776 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6921 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2587 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1244 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3344 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8470 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 320 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1912 members Mstep: Class 85 contains 13699 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 438 members Mstep: Class 92 contains 1590 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7640 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 975 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702860.000000 Penalty: 42461.429688 Iteration 300F: 100 clusters Score -1.870286e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3708 members Mstep: Class 4 contains 29520 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5313 members Mstep: Class 15 contains 22234 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3969 members Mstep: Class 19 contains 1957 members Mstep: Class 20 contains 6478 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10902 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 766 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15148 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11515 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4074 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7250 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 980 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5290 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1589 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10048 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2697 members Mstep: Class 63 contains 891 members Mstep: Class 64 contains 776 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6918 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1247 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3346 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8468 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17804 members Mstep: Class 81 contains 321 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1914 members Mstep: Class 85 contains 13697 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2828 members Mstep: Class 91 contains 433 members Mstep: Class 92 contains 1593 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2778 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 972 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702864.000000 Penalty: 42461.429688 Iteration 301Q: 100 clusters Score -1.870286e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3711 members Mstep: Class 4 contains 29518 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5313 members Mstep: Class 15 contains 22235 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 6478 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10901 members Mstep: Class 24 contains 1852 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 767 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15143 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11513 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1395 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4075 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7251 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 984 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3747 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1590 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10049 members Mstep: Class 60 contains 4747 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2700 members Mstep: Class 63 contains 890 members Mstep: Class 64 contains 776 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6920 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1251 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8468 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1369 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17805 members Mstep: Class 81 contains 321 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1914 members Mstep: Class 85 contains 13693 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2826 members Mstep: Class 91 contains 429 members Mstep: Class 92 contains 1594 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2779 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7638 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 969 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702904.000000 Penalty: 42461.429688 Iteration 302Q: 100 clusters Score -1.87029e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29514 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5314 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 6476 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 10899 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3936 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 768 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15136 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11513 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1394 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 493 members Mstep: Class 48 contains 7253 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3752 members Mstep: Class 52 contains 984 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10049 members Mstep: Class 60 contains 4747 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2700 members Mstep: Class 63 contains 887 members Mstep: Class 64 contains 777 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6922 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1254 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3352 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8470 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17806 members Mstep: Class 81 contains 321 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1914 members Mstep: Class 85 contains 13688 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2826 members Mstep: Class 91 contains 428 members Mstep: Class 92 contains 1596 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2780 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7638 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 966 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702926.000000 Penalty: 42461.429688 Iteration 303Q: 100 clusters Score -1.870293e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3717 members Mstep: Class 4 contains 29512 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 1966 members Mstep: Class 20 contains 6475 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6706 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 769 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15133 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11513 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1392 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 984 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10048 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2700 members Mstep: Class 63 contains 882 members Mstep: Class 64 contains 777 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6928 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1256 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3352 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8470 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17806 members Mstep: Class 81 contains 321 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3078 members Mstep: Class 84 contains 1915 members Mstep: Class 85 contains 13682 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1597 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7637 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 964 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702948.000000 Penalty: 42461.429688 Iteration 304Q: 100 clusters Score -1.870295e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 3715 members Mstep: Class 4 contains 29512 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3500 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3970 members Mstep: Class 19 contains 1967 members Mstep: Class 20 contains 6475 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10897 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6702 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 770 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15131 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11510 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1391 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4626 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 986 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3746 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10046 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2701 members Mstep: Class 63 contains 882 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6932 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1258 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3352 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8470 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17805 members Mstep: Class 81 contains 322 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1914 members Mstep: Class 85 contains 13676 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2832 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7637 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 963 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702956.000000 Penalty: 42461.429688 Iteration 305Q: 100 clusters Score -1.870296e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29512 members Mstep: Class 5 contains 4767 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3498 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3971 members Mstep: Class 19 contains 1968 members Mstep: Class 20 contains 6475 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1853 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6701 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 772 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11509 members Mstep: Class 35 contains 2779 members Mstep: Class 36 contains 1389 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 988 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3745 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10044 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2705 members Mstep: Class 63 contains 879 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6934 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1267 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3351 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17807 members Mstep: Class 81 contains 322 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1915 members Mstep: Class 85 contains 13673 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2831 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7638 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 966 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702926.000000 Penalty: 42461.429688 Iteration 306Q: 100 clusters Score -1.870293e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3711 members Mstep: Class 4 contains 29512 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3971 members Mstep: Class 19 contains 1970 members Mstep: Class 20 contains 6474 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 772 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15129 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11507 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 990 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3744 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10041 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2709 members Mstep: Class 63 contains 877 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6934 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1274 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3351 members Mstep: Class 75 contains 1871 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17808 members Mstep: Class 81 contains 323 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1916 members Mstep: Class 85 contains 13671 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7638 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 968 members Mstep: Class 99 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -18702890.000000 Penalty: 42461.429688 Iteration 307Q: 100 clusters Score -1.870289e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3710 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3494 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3971 members Mstep: Class 19 contains 1971 members Mstep: Class 20 contains 6471 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6699 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 772 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11507 members Mstep: Class 35 contains 2781 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4625 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 992 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3743 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10039 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2710 members Mstep: Class 63 contains 875 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6939 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1505 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1278 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3349 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17809 members Mstep: Class 81 contains 323 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1918 members Mstep: Class 85 contains 13668 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2828 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7638 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 968 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702914.000000 Penalty: 42461.429688 Iteration 308Q: 100 clusters Score -1.870291e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3711 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3495 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3970 members Mstep: Class 19 contains 1972 members Mstep: Class 20 contains 6470 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10892 members Mstep: Class 24 contains 1855 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6699 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 773 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11506 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4626 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 992 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3742 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2712 members Mstep: Class 63 contains 875 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6940 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1504 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1278 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17809 members Mstep: Class 81 contains 324 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13666 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 969 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702972.000000 Penalty: 42461.429688 Iteration 309Q: 100 clusters Score -1.870297e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3716 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3496 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6469 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10892 members Mstep: Class 24 contains 1856 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3935 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11506 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4627 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7254 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 994 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2714 members Mstep: Class 63 contains 872 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6940 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1503 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1275 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17810 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13664 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 966 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702988.000000 Penalty: 42461.429688 Iteration 310Q: 100 clusters Score -1.870299e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3717 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3964 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10893 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11508 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4628 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 997 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 870 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6941 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1500 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1278 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17810 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13663 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2780 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 961 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702974.000000 Penalty: 42461.429688 Iteration 311Q: 100 clusters Score -1.870297e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3716 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3497 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3963 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11508 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4628 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 495 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1001 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10038 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 870 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6944 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1498 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1280 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13660 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2780 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 956 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702996.000000 Penalty: 42461.429688 Iteration 312Q: 100 clusters Score -1.8703e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3498 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6701 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11509 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4628 members Mstep: Class 41 contains 115 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1001 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10038 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 869 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6947 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1496 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1282 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3077 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13660 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2780 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 954 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702988.000000 Penalty: 42461.429688 Iteration 313Q: 100 clusters Score -1.870299e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3502 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10893 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6701 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11508 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4628 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1004 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10038 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 867 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6949 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1492 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1282 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18703004.000000 Penalty: 42461.429688 Iteration 314Q: 100 clusters Score -1.8703e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3501 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5316 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6701 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 774 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11505 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4628 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1007 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10038 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6949 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1283 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2831 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18703020.000000 Penalty: 42461.429688 Iteration 315Q: 100 clusters Score -1.870302e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3503 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 772 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4629 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1490 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1283 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2830 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18703006.000000 Penalty: 42461.429688 Iteration 316Q: 100 clusters Score -1.870301e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3506 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 771 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4630 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8487 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1283 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18703002.000000 Penalty: 42461.429688 Iteration 317Q: 100 clusters Score -1.8703e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3509 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10893 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 770 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4631 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1283 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18703000.000000 Penalty: 42461.429688 Iteration 318Q: 100 clusters Score -1.8703e+07 nChanged 3 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3509 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10893 members Mstep: Class 24 contains 1857 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 769 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4631 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1284 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702990.000000 Penalty: 42461.429688 Iteration 319Q: 100 clusters Score -1.870299e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3508 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10894 members Mstep: Class 24 contains 1856 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 769 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4631 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1285 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702990.000000 Penalty: 42461.429688 Iteration 320F: 100 clusters Score -1.870299e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3507 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1856 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 769 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4631 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1285 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702994.000000 Penalty: 42461.429688 Iteration 321Q: 100 clusters Score -1.870299e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1881 members Mstep: Class 3 contains 3714 members Mstep: Class 4 contains 29511 members Mstep: Class 5 contains 4768 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 3507 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 370 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 99 members Mstep: Class 14 contains 5317 members Mstep: Class 15 contains 22236 members Mstep: Class 16 contains 14296 members Mstep: Class 17 contains 282 members Mstep: Class 18 contains 3961 members Mstep: Class 19 contains 1973 members Mstep: Class 20 contains 6468 members Mstep: Class 21 contains 11159 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 10895 members Mstep: Class 24 contains 1856 members Mstep: Class 25 contains 3475 members Mstep: Class 26 contains 6700 members Mstep: Class 27 contains 1882 members Mstep: Class 28 contains 3934 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 769 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 15130 members Mstep: Class 33 contains 4858 members Mstep: Class 34 contains 11504 members Mstep: Class 35 contains 2780 members Mstep: Class 36 contains 1388 members Mstep: Class 37 contains 3004 members Mstep: Class 38 contains 2060 members Mstep: Class 39 contains 20675 members Mstep: Class 40 contains 4631 members Mstep: Class 41 contains 116 members Mstep: Class 42 contains 918 members Mstep: Class 43 contains 8486 members Mstep: Class 44 contains 10815 members Mstep: Class 45 contains 1945 members Mstep: Class 46 contains 4077 members Mstep: Class 47 contains 496 members Mstep: Class 48 contains 7255 members Mstep: Class 49 contains 7151 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 3751 members Mstep: Class 52 contains 1010 members Mstep: Class 53 contains 4321 members Mstep: Class 54 contains 3741 members Mstep: Class 55 contains 5289 members Mstep: Class 56 contains 187 members Mstep: Class 57 contains 1591 members Mstep: Class 58 contains 432 members Mstep: Class 59 contains 10037 members Mstep: Class 60 contains 4748 members Mstep: Class 61 contains 5484 members Mstep: Class 62 contains 2717 members Mstep: Class 63 contains 866 members Mstep: Class 64 contains 778 members Mstep: Class 65 contains 281 members Mstep: Class 66 contains 6948 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 2586 members Mstep: Class 69 contains 1488 members Mstep: Class 70 contains 848 members Mstep: Class 71 contains 1776 members Mstep: Class 72 contains 1285 members Mstep: Class 73 contains 691 members Mstep: Class 74 contains 3348 members Mstep: Class 75 contains 1872 members Mstep: Class 76 contains 8469 members Mstep: Class 77 contains 14917 members Mstep: Class 78 contains 1368 members Mstep: Class 79 contains 5314 members Mstep: Class 80 contains 17811 members Mstep: Class 81 contains 325 members Mstep: Class 82 contains 452 members Mstep: Class 83 contains 3076 members Mstep: Class 84 contains 1921 members Mstep: Class 85 contains 13659 members Mstep: Class 86 contains 801 members Mstep: Class 87 contains 845 members Mstep: Class 88 contains 617 members Mstep: Class 89 contains 9057 members Mstep: Class 90 contains 2829 members Mstep: Class 91 contains 426 members Mstep: Class 92 contains 1598 members Mstep: Class 93 contains 2060 members Mstep: Class 94 contains 2781 members Mstep: Class 95 contains 556 members Mstep: Class 96 contains 7639 members Mstep: Class 97 contains 142 members Mstep: Class 98 contains 953 members Mstep: Class 99 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -18702994.000000 Penalty: 42461.429688 Iteration 322F: 100 clusters Score -1.870299e+07 nChanged 0 Won't try splitting - already at maximum number of clusters 20->100 Clusters: Score -18702994.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 441119 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21860 members Mstep: Class 2 contains 22057 members Mstep: Class 3 contains 21984 members Mstep: Class 4 contains 21875 members Mstep: Class 5 contains 22327 members Mstep: Class 6 contains 21756 members Mstep: Class 7 contains 21967 members Mstep: Class 8 contains 22069 members Mstep: Class 9 contains 22107 members Mstep: Class 10 contains 22029 members Mstep: Class 11 contains 22087 members Mstep: Class 12 contains 21894 members Mstep: Class 13 contains 22264 members Mstep: Class 14 contains 22000 members Mstep: Class 15 contains 22065 members Mstep: Class 16 contains 22163 members Mstep: Class 17 contains 22048 members Mstep: Class 18 contains 21961 members Mstep: Class 19 contains 22175 members Mstep: Class 20 contains 22431 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2.761105 but Gain 428.903320 Score: -15010211.000000 Penalty: 8149.163086 Iteration 0F: 20 clusters Score -1.501021e+07 nChanged 418906 Entering Unmasked Mstep Mstep: Class 0 contains 1676 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 6810 members Mstep: Class 3 contains 1626 members Mstep: Class 4 contains 25122 members Mstep: Class 5 contains 4582 members Mstep: Class 6 contains 5226 members Mstep: Class 7 contains 273 members Mstep: Class 8 contains 13179 members Mstep: Class 9 contains 241866 members Mstep: Class 10 contains 29039 members Mstep: Class 11 contains 861 members Mstep: Class 12 contains 182 members Mstep: Class 13 contains 10236 members Mstep: Class 14 contains 8330 members Mstep: Class 15 contains 38807 members Mstep: Class 16 contains 13354 members Mstep: Class 17 contains 21623 members Mstep: Class 18 contains 1780 members Mstep: Class 20 contains 10842 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 202.042816 but Gain 428.903320 Score: -16995790.000000 Penalty: 7720.259766 Iteration 1F: 19 clusters Score -1.699579e+07 nChanged 123307 Entering Unmasked Mstep Mstep: Class 0 contains 791 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 11621 members Mstep: Class 3 contains 4938 members Mstep: Class 4 contains 27083 members Mstep: Class 5 contains 2471 members Mstep: Class 6 contains 5841 members Mstep: Class 7 contains 364 members Mstep: Class 8 contains 10433 members Mstep: Class 9 contains 235275 members Mstep: Class 10 contains 16782 members Mstep: Class 11 contains 475 members Mstep: Class 13 contains 13613 members Mstep: Class 14 contains 28001 members Mstep: Class 15 contains 49468 members Mstep: Class 16 contains 9355 members Mstep: Class 17 contains 11174 members Mstep: Class 18 contains 1643 members Mstep: Class 20 contains 8608 members Entering Unmasked Estep ConsiderDeletion Score: -17484220.000000 Penalty: 7720.259766 Iteration 2F: 19 clusters Score -1.748422e+07 nChanged 120078 Entering Unmasked Mstep Mstep: Class 0 contains 549 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 14705 members Mstep: Class 3 contains 5225 members Mstep: Class 4 contains 46189 members Mstep: Class 5 contains 1585 members Mstep: Class 6 contains 6068 members Mstep: Class 7 contains 848 members Mstep: Class 8 contains 9236 members Mstep: Class 9 contains 168539 members Mstep: Class 10 contains 10661 members Mstep: Class 11 contains 492 members Mstep: Class 13 contains 13400 members Mstep: Class 14 contains 46168 members Mstep: Class 15 contains 91556 members Mstep: Class 16 contains 5115 members Mstep: Class 17 contains 8780 members Mstep: Class 18 contains 1785 members Mstep: Class 20 contains 7472 members Entering Unmasked Estep ConsiderDeletion Score: -17849630.000000 Penalty: 7720.259766 Iteration 3F: 19 clusters Score -1.784963e+07 nChanged 67650 Entering Unmasked Mstep Mstep: Class 0 contains 401 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 15488 members Mstep: Class 3 contains 4626 members Mstep: Class 4 contains 61797 members Mstep: Class 5 contains 1325 members Mstep: Class 6 contains 5633 members Mstep: Class 7 contains 2464 members Mstep: Class 8 contains 8687 members Mstep: Class 9 contains 136477 members Mstep: Class 10 contains 8045 members Mstep: Class 11 contains 621 members Mstep: Class 13 contains 12680 members Mstep: Class 14 contains 51102 members Mstep: Class 15 contains 107675 members Mstep: Class 16 contains 3104 members Mstep: Class 17 contains 8043 members Mstep: Class 18 contains 2388 members Mstep: Class 20 contains 7865 members Entering Unmasked Estep ConsiderDeletion Score: -18013108.000000 Penalty: 7720.259766 Iteration 4F: 19 clusters Score -1.801311e+07 nChanged 37987 Entering Unmasked Mstep Mstep: Class 0 contains 270 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 15844 members Mstep: Class 3 contains 4101 members Mstep: Class 4 contains 67732 members Mstep: Class 5 contains 1311 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 5134 members Mstep: Class 8 contains 7872 members Mstep: Class 9 contains 124931 members Mstep: Class 10 contains 7000 members Mstep: Class 11 contains 750 members Mstep: Class 13 contains 12513 members Mstep: Class 14 contains 52686 members Mstep: Class 15 contains 110426 members Mstep: Class 16 contains 3352 members Mstep: Class 17 contains 8011 members Mstep: Class 18 contains 2895 members Mstep: Class 20 contains 9273 members Entering Unmasked Estep ConsiderDeletion Score: -18076848.000000 Penalty: 7720.259766 Iteration 5F: 19 clusters Score -1.807685e+07 nChanged 28932 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 17242 members Mstep: Class 3 contains 3529 members Mstep: Class 4 contains 69546 members Mstep: Class 5 contains 1416 members Mstep: Class 6 contains 3326 members Mstep: Class 7 contains 7235 members Mstep: Class 8 contains 7138 members Mstep: Class 9 contains 115890 members Mstep: Class 10 contains 7102 members Mstep: Class 11 contains 897 members Mstep: Class 13 contains 13098 members Mstep: Class 14 contains 52428 members Mstep: Class 15 contains 110385 members Mstep: Class 16 contains 5306 members Mstep: Class 17 contains 8950 members Mstep: Class 18 contains 3099 members Mstep: Class 20 contains 11883 members Entering Unmasked Estep ConsiderDeletion Score: -18119506.000000 Penalty: 7720.259766 Iteration 6F: 19 clusters Score -1.811951e+07 nChanged 24233 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 18742 members Mstep: Class 3 contains 2973 members Mstep: Class 4 contains 69265 members Mstep: Class 5 contains 1467 members Mstep: Class 6 contains 2624 members Mstep: Class 7 contains 8947 members Mstep: Class 8 contains 6695 members Mstep: Class 9 contains 108456 members Mstep: Class 10 contains 8042 members Mstep: Class 11 contains 1084 members Mstep: Class 13 contains 13926 members Mstep: Class 14 contains 51060 members Mstep: Class 15 contains 109913 members Mstep: Class 16 contains 6624 members Mstep: Class 17 contains 9886 members Mstep: Class 18 contains 2952 members Mstep: Class 20 contains 15042 members Entering Unmasked Estep ConsiderDeletion Score: -18154022.000000 Penalty: 7720.259766 Iteration 7F: 19 clusters Score -1.815402e+07 nChanged 22615 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 18843 members Mstep: Class 3 contains 2562 members Mstep: Class 4 contains 68719 members Mstep: Class 5 contains 1522 members Mstep: Class 6 contains 2243 members Mstep: Class 7 contains 10581 members Mstep: Class 8 contains 6323 members Mstep: Class 9 contains 100957 members Mstep: Class 10 contains 9377 members Mstep: Class 11 contains 1254 members Mstep: Class 13 contains 14510 members Mstep: Class 14 contains 49597 members Mstep: Class 15 contains 108999 members Mstep: Class 16 contains 7295 members Mstep: Class 17 contains 10490 members Mstep: Class 18 contains 2715 members Mstep: Class 20 contains 18792 members Entering Unmasked Estep ConsiderDeletion Score: -18190736.000000 Penalty: 7720.259766 Iteration 8F: 19 clusters Score -1.819074e+07 nChanged 22027 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 17600 members Mstep: Class 3 contains 2283 members Mstep: Class 4 contains 68625 members Mstep: Class 5 contains 1570 members Mstep: Class 6 contains 2033 members Mstep: Class 7 contains 12209 members Mstep: Class 8 contains 5999 members Mstep: Class 9 contains 92507 members Mstep: Class 10 contains 11105 members Mstep: Class 11 contains 1363 members Mstep: Class 13 contains 14616 members Mstep: Class 14 contains 49880 members Mstep: Class 15 contains 107711 members Mstep: Class 16 contains 7788 members Mstep: Class 17 contains 10447 members Mstep: Class 18 contains 2515 members Mstep: Class 20 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -18218712.000000 Penalty: 7720.259766 Iteration 9Q: 19 clusters Score -1.821871e+07 nChanged 20683 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 16153 members Mstep: Class 3 contains 2128 members Mstep: Class 4 contains 68923 members Mstep: Class 5 contains 1635 members Mstep: Class 6 contains 1883 members Mstep: Class 7 contains 13673 members Mstep: Class 8 contains 5617 members Mstep: Class 9 contains 83732 members Mstep: Class 10 contains 13252 members Mstep: Class 11 contains 1411 members Mstep: Class 13 contains 14615 members Mstep: Class 14 contains 50820 members Mstep: Class 15 contains 106207 members Mstep: Class 16 contains 8422 members Mstep: Class 17 contains 9978 members Mstep: Class 18 contains 2400 members Mstep: Class 20 contains 28434 members Entering Unmasked Estep ConsiderDeletion Score: -18239532.000000 Penalty: 7720.259766 Iteration 10Q: 19 clusters Score -1.823953e+07 nChanged 18472 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 14594 members Mstep: Class 3 contains 2015 members Mstep: Class 4 contains 69266 members Mstep: Class 5 contains 1708 members Mstep: Class 6 contains 1781 members Mstep: Class 7 contains 14940 members Mstep: Class 8 contains 5233 members Mstep: Class 9 contains 75974 members Mstep: Class 10 contains 15839 members Mstep: Class 11 contains 1473 members Mstep: Class 13 contains 14641 members Mstep: Class 14 contains 51761 members Mstep: Class 15 contains 104606 members Mstep: Class 16 contains 9178 members Mstep: Class 17 contains 9373 members Mstep: Class 18 contains 2322 members Mstep: Class 20 contains 32345 members Entering Unmasked Estep ConsiderDeletion Score: -18254486.000000 Penalty: 7720.259766 Iteration 11Q: 19 clusters Score -1.825449e+07 nChanged 16425 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 12907 members Mstep: Class 3 contains 1910 members Mstep: Class 4 contains 69716 members Mstep: Class 5 contains 1763 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 15894 members Mstep: Class 8 contains 4950 members Mstep: Class 9 contains 69027 members Mstep: Class 10 contains 19023 members Mstep: Class 11 contains 1540 members Mstep: Class 13 contains 14650 members Mstep: Class 14 contains 52657 members Mstep: Class 15 contains 103196 members Mstep: Class 16 contains 9896 members Mstep: Class 17 contains 8838 members Mstep: Class 18 contains 2260 members Mstep: Class 20 contains 34628 members Entering Unmasked Estep ConsiderDeletion Score: -18266482.000000 Penalty: 7720.259766 Iteration 12Q: 19 clusters Score -1.826648e+07 nChanged 14743 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19369 members Mstep: Class 2 contains 11064 members Mstep: Class 3 contains 1819 members Mstep: Class 4 contains 70332 members Mstep: Class 5 contains 1806 members Mstep: Class 6 contains 1667 members Mstep: Class 7 contains 16607 members Mstep: Class 8 contains 4744 members Mstep: Class 9 contains 62604 members Mstep: Class 10 contains 22573 members Mstep: Class 11 contains 1612 members Mstep: Class 13 contains 14622 members Mstep: Class 14 contains 53414 members Mstep: Class 15 contains 102096 members Mstep: Class 16 contains 10482 members Mstep: Class 17 contains 8557 members Mstep: Class 18 contains 2175 members Mstep: Class 20 contains 35525 members Entering Unmasked Estep ConsiderDeletion Score: -18276464.000000 Penalty: 7720.259766 Iteration 13Q: 19 clusters Score -1.827646e+07 nChanged 13175 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 22308 members Mstep: Class 2 contains 9262 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 70870 members Mstep: Class 5 contains 1841 members Mstep: Class 6 contains 1637 members Mstep: Class 7 contains 17003 members Mstep: Class 8 contains 4560 members Mstep: Class 9 contains 56823 members Mstep: Class 10 contains 26232 members Mstep: Class 11 contains 1682 members Mstep: Class 13 contains 14614 members Mstep: Class 14 contains 53964 members Mstep: Class 15 contains 101312 members Mstep: Class 16 contains 10919 members Mstep: Class 17 contains 8585 members Mstep: Class 18 contains 2084 members Mstep: Class 20 contains 35604 members Entering Unmasked Estep ConsiderDeletion Score: -18285080.000000 Penalty: 7720.259766 Iteration 14Q: 19 clusters Score -1.828508e+07 nChanged 10995 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 24968 members Mstep: Class 2 contains 7738 members Mstep: Class 3 contains 1735 members Mstep: Class 4 contains 71188 members Mstep: Class 5 contains 1875 members Mstep: Class 6 contains 1613 members Mstep: Class 7 contains 17202 members Mstep: Class 8 contains 4409 members Mstep: Class 9 contains 52285 members Mstep: Class 10 contains 29225 members Mstep: Class 11 contains 1736 members Mstep: Class 13 contains 14599 members Mstep: Class 14 contains 54390 members Mstep: Class 15 contains 100771 members Mstep: Class 16 contains 11155 members Mstep: Class 17 contains 8731 members Mstep: Class 18 contains 2018 members Mstep: Class 20 contains 35427 members Entering Unmasked Estep ConsiderDeletion Score: -18291610.000000 Penalty: 7720.259766 Iteration 15Q: 19 clusters Score -1.829161e+07 nChanged 8740 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27256 members Mstep: Class 2 contains 6627 members Mstep: Class 3 contains 1709 members Mstep: Class 4 contains 71286 members Mstep: Class 5 contains 1907 members Mstep: Class 6 contains 1598 members Mstep: Class 7 contains 17223 members Mstep: Class 8 contains 4294 members Mstep: Class 9 contains 48942 members Mstep: Class 10 contains 31365 members Mstep: Class 11 contains 1767 members Mstep: Class 13 contains 14596 members Mstep: Class 14 contains 54689 members Mstep: Class 15 contains 100368 members Mstep: Class 16 contains 11253 members Mstep: Class 17 contains 9020 members Mstep: Class 18 contains 1960 members Mstep: Class 20 contains 35205 members Entering Unmasked Estep ConsiderDeletion Score: -18296562.000000 Penalty: 7720.259766 Iteration 16Q: 19 clusters Score -1.829656e+07 nChanged 6837 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 29038 members Mstep: Class 2 contains 5901 members Mstep: Class 3 contains 1684 members Mstep: Class 4 contains 71077 members Mstep: Class 5 contains 1932 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 17222 members Mstep: Class 8 contains 4191 members Mstep: Class 9 contains 46338 members Mstep: Class 10 contains 33167 members Mstep: Class 11 contains 1783 members Mstep: Class 13 contains 14622 members Mstep: Class 14 contains 54902 members Mstep: Class 15 contains 100082 members Mstep: Class 16 contains 11253 members Mstep: Class 17 contains 9302 members Mstep: Class 18 contains 1921 members Mstep: Class 20 contains 35063 members Entering Unmasked Estep ConsiderDeletion Score: -18300856.000000 Penalty: 7720.259766 Iteration 17Q: 19 clusters Score -1.830086e+07 nChanged 5824 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 30553 members Mstep: Class 2 contains 5405 members Mstep: Class 3 contains 1683 members Mstep: Class 4 contains 70628 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 1585 members Mstep: Class 7 contains 17226 members Mstep: Class 8 contains 4124 members Mstep: Class 9 contains 44168 members Mstep: Class 10 contains 34790 members Mstep: Class 11 contains 1777 members Mstep: Class 13 contains 14682 members Mstep: Class 14 contains 54982 members Mstep: Class 15 contains 99830 members Mstep: Class 16 contains 11227 members Mstep: Class 17 contains 9633 members Mstep: Class 18 contains 1873 members Mstep: Class 20 contains 34946 members Entering Unmasked Estep ConsiderDeletion Score: -18305078.000000 Penalty: 7720.259766 Iteration 18Q: 19 clusters Score -1.830508e+07 nChanged 4983 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 31694 members Mstep: Class 2 contains 5078 members Mstep: Class 3 contains 1671 members Mstep: Class 4 contains 70007 members Mstep: Class 5 contains 1959 members Mstep: Class 6 contains 1583 members Mstep: Class 7 contains 17257 members Mstep: Class 8 contains 4087 members Mstep: Class 9 contains 42287 members Mstep: Class 10 contains 36381 members Mstep: Class 11 contains 1755 members Mstep: Class 13 contains 14754 members Mstep: Class 14 contains 55050 members Mstep: Class 15 contains 99652 members Mstep: Class 16 contains 11145 members Mstep: Class 17 contains 9979 members Mstep: Class 18 contains 1842 members Mstep: Class 20 contains 34884 members Entering Unmasked Estep ConsiderDeletion Score: -18310150.000000 Penalty: 7720.259766 Iteration 19Q: 19 clusters Score -1.831015e+07 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 32583 members Mstep: Class 2 contains 4842 members Mstep: Class 3 contains 1658 members Mstep: Class 4 contains 69224 members Mstep: Class 5 contains 1967 members Mstep: Class 6 contains 1582 members Mstep: Class 7 contains 17308 members Mstep: Class 8 contains 4052 members Mstep: Class 9 contains 40472 members Mstep: Class 10 contains 38189 members Mstep: Class 11 contains 1751 members Mstep: Class 13 contains 14814 members Mstep: Class 14 contains 55106 members Mstep: Class 15 contains 99509 members Mstep: Class 16 contains 11039 members Mstep: Class 17 contains 10286 members Mstep: Class 18 contains 1839 members Mstep: Class 20 contains 34844 members Entering Unmasked Estep ConsiderDeletion Score: -18322868.000000 Penalty: 7720.259766 Iteration 20F: 19 clusters Score -1.832287e+07 nChanged 6282 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 33884 members Mstep: Class 2 contains 4485 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 68177 members Mstep: Class 5 contains 1973 members Mstep: Class 6 contains 1553 members Mstep: Class 7 contains 17437 members Mstep: Class 8 contains 4001 members Mstep: Class 9 contains 38052 members Mstep: Class 10 contains 41046 members Mstep: Class 11 contains 2045 members Mstep: Class 13 contains 14639 members Mstep: Class 14 contains 55097 members Mstep: Class 15 contains 99298 members Mstep: Class 16 contains 10896 members Mstep: Class 17 contains 10502 members Mstep: Class 18 contains 1762 members Mstep: Class 20 contains 34618 members Entering Unmasked Estep ConsiderDeletion Score: -18342514.000000 Penalty: 7720.259766 Iteration 21Q: 19 clusters Score -1.834251e+07 nChanged 4721 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 34716 members Mstep: Class 2 contains 4173 members Mstep: Class 3 contains 1538 members Mstep: Class 4 contains 66976 members Mstep: Class 5 contains 1967 members Mstep: Class 6 contains 1525 members Mstep: Class 7 contains 17658 members Mstep: Class 8 contains 3954 members Mstep: Class 9 contains 37483 members Mstep: Class 10 contains 42219 members Mstep: Class 11 contains 2382 members Mstep: Class 13 contains 14565 members Mstep: Class 14 contains 55204 members Mstep: Class 15 contains 99056 members Mstep: Class 16 contains 10921 members Mstep: Class 17 contains 10731 members Mstep: Class 18 contains 1728 members Mstep: Class 20 contains 34280 members Entering Unmasked Estep ConsiderDeletion Score: -18345540.000000 Penalty: 7720.259766 Iteration 22Q: 19 clusters Score -1.834554e+07 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 35352 members Mstep: Class 2 contains 3920 members Mstep: Class 3 contains 1461 members Mstep: Class 4 contains 65843 members Mstep: Class 5 contains 1958 members Mstep: Class 6 contains 1507 members Mstep: Class 7 contains 17829 members Mstep: Class 8 contains 3918 members Mstep: Class 9 contains 36916 members Mstep: Class 10 contains 43239 members Mstep: Class 11 contains 2759 members Mstep: Class 13 contains 14489 members Mstep: Class 14 contains 55283 members Mstep: Class 15 contains 98838 members Mstep: Class 16 contains 11109 members Mstep: Class 17 contains 10951 members Mstep: Class 18 contains 1701 members Mstep: Class 20 contains 34004 members Entering Unmasked Estep ConsiderDeletion Score: -18346898.000000 Penalty: 7720.259766 Iteration 23Q: 19 clusters Score -1.83469e+07 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 35765 members Mstep: Class 2 contains 3784 members Mstep: Class 3 contains 1406 members Mstep: Class 4 contains 64752 members Mstep: Class 5 contains 1953 members Mstep: Class 6 contains 1486 members Mstep: Class 7 contains 18048 members Mstep: Class 8 contains 3882 members Mstep: Class 9 contains 36554 members Mstep: Class 10 contains 44234 members Mstep: Class 11 contains 3146 members Mstep: Class 13 contains 14360 members Mstep: Class 14 contains 55251 members Mstep: Class 15 contains 98618 members Mstep: Class 16 contains 11264 members Mstep: Class 17 contains 11157 members Mstep: Class 18 contains 1676 members Mstep: Class 20 contains 33738 members Entering Unmasked Estep ConsiderDeletion Score: -18348210.000000 Penalty: 7720.259766 Iteration 24Q: 19 clusters Score -1.834821e+07 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 36028 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 63748 members Mstep: Class 5 contains 1949 members Mstep: Class 6 contains 1493 members Mstep: Class 7 contains 18231 members Mstep: Class 8 contains 3836 members Mstep: Class 9 contains 36378 members Mstep: Class 10 contains 45138 members Mstep: Class 11 contains 3477 members Mstep: Class 13 contains 14297 members Mstep: Class 14 contains 55088 members Mstep: Class 15 contains 98418 members Mstep: Class 16 contains 11344 members Mstep: Class 17 contains 11400 members Mstep: Class 18 contains 1664 members Mstep: Class 20 contains 33499 members Entering Unmasked Estep ConsiderDeletion Score: -18350586.000000 Penalty: 7720.259766 Iteration 25Q: 19 clusters Score -1.835059e+07 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 36205 members Mstep: Class 2 contains 3674 members Mstep: Class 3 contains 1393 members Mstep: Class 4 contains 62738 members Mstep: Class 5 contains 1945 members Mstep: Class 6 contains 1559 members Mstep: Class 7 contains 18364 members Mstep: Class 8 contains 3808 members Mstep: Class 9 contains 36303 members Mstep: Class 10 contains 46016 members Mstep: Class 11 contains 3778 members Mstep: Class 13 contains 14243 members Mstep: Class 14 contains 54854 members Mstep: Class 15 contains 98218 members Mstep: Class 16 contains 11382 members Mstep: Class 17 contains 11666 members Mstep: Class 18 contains 1645 members Mstep: Class 20 contains 33274 members Entering Unmasked Estep ConsiderDeletion Score: -18351920.000000 Penalty: 7720.259766 Iteration 26Q: 19 clusters Score -1.835192e+07 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 36297 members Mstep: Class 2 contains 3655 members Mstep: Class 3 contains 1491 members Mstep: Class 4 contains 61789 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 18516 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 36272 members Mstep: Class 10 contains 46810 members Mstep: Class 11 contains 4027 members Mstep: Class 13 contains 14174 members Mstep: Class 14 contains 54595 members Mstep: Class 15 contains 98018 members Mstep: Class 16 contains 11460 members Mstep: Class 17 contains 11972 members Mstep: Class 18 contains 1630 members Mstep: Class 20 contains 33047 members Entering Unmasked Estep ConsiderDeletion Score: -18352866.000000 Penalty: 7720.259766 Iteration 27Q: 19 clusters Score -1.835287e+07 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 36346 members Mstep: Class 2 contains 3673 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 60942 members Mstep: Class 5 contains 1930 members Mstep: Class 6 contains 1574 members Mstep: Class 7 contains 18673 members Mstep: Class 8 contains 3770 members Mstep: Class 9 contains 36256 members Mstep: Class 10 contains 47530 members Mstep: Class 11 contains 4300 members Mstep: Class 13 contains 14063 members Mstep: Class 14 contains 54304 members Mstep: Class 15 contains 97842 members Mstep: Class 16 contains 11534 members Mstep: Class 17 contains 12268 members Mstep: Class 18 contains 1630 members Mstep: Class 20 contains 32799 members Entering Unmasked Estep ConsiderDeletion Score: -18353626.000000 Penalty: 7720.259766 Iteration 28Q: 19 clusters Score -1.835363e+07 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 36356 members Mstep: Class 2 contains 3687 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 60162 members Mstep: Class 5 contains 1921 members Mstep: Class 6 contains 1570 members Mstep: Class 7 contains 18815 members Mstep: Class 8 contains 3739 members Mstep: Class 9 contains 36247 members Mstep: Class 10 contains 48218 members Mstep: Class 11 contains 4567 members Mstep: Class 13 contains 13959 members Mstep: Class 14 contains 54004 members Mstep: Class 15 contains 97675 members Mstep: Class 16 contains 11605 members Mstep: Class 17 contains 12565 members Mstep: Class 18 contains 1643 members Mstep: Class 20 contains 32529 members Entering Unmasked Estep ConsiderDeletion Score: -18354576.000000 Penalty: 7720.259766 Iteration 29Q: 19 clusters Score -1.835458e+07 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 36245 members Mstep: Class 2 contains 3700 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 59462 members Mstep: Class 5 contains 1910 members Mstep: Class 6 contains 1570 members Mstep: Class 7 contains 18952 members Mstep: Class 8 contains 3701 members Mstep: Class 9 contains 36240 members Mstep: Class 10 contains 48854 members Mstep: Class 11 contains 4776 members Mstep: Class 13 contains 13891 members Mstep: Class 14 contains 53707 members Mstep: Class 15 contains 97512 members Mstep: Class 16 contains 11659 members Mstep: Class 17 contains 12850 members Mstep: Class 18 contains 1666 members Mstep: Class 20 contains 32275 members Entering Unmasked Estep ConsiderDeletion Score: -18356042.000000 Penalty: 7720.259766 Iteration 30Q: 19 clusters Score -1.835604e+07 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 35946 members Mstep: Class 2 contains 3691 members Mstep: Class 3 contains 2660 members Mstep: Class 4 contains 58881 members Mstep: Class 5 contains 1898 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 19075 members Mstep: Class 8 contains 3646 members Mstep: Class 9 contains 36237 members Mstep: Class 10 contains 49386 members Mstep: Class 11 contains 4931 members Mstep: Class 13 contains 13796 members Mstep: Class 14 contains 53434 members Mstep: Class 15 contains 97367 members Mstep: Class 16 contains 11693 members Mstep: Class 17 contains 13116 members Mstep: Class 18 contains 1694 members Mstep: Class 20 contains 32041 members Entering Unmasked Estep ConsiderDeletion Score: -18357854.000000 Penalty: 7720.259766 Iteration 31Q: 19 clusters Score -1.835785e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 35469 members Mstep: Class 2 contains 3664 members Mstep: Class 3 contains 3535 members Mstep: Class 4 contains 58353 members Mstep: Class 5 contains 1875 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 19220 members Mstep: Class 8 contains 3586 members Mstep: Class 9 contains 36227 members Mstep: Class 10 contains 49855 members Mstep: Class 11 contains 5070 members Mstep: Class 13 contains 13667 members Mstep: Class 14 contains 53155 members Mstep: Class 15 contains 97224 members Mstep: Class 16 contains 11722 members Mstep: Class 17 contains 13364 members Mstep: Class 18 contains 1751 members Mstep: Class 20 contains 31755 members Entering Unmasked Estep ConsiderDeletion Score: -18359502.000000 Penalty: 7720.259766 Iteration 32Q: 19 clusters Score -1.83595e+07 nChanged 2987 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34975 members Mstep: Class 2 contains 3633 members Mstep: Class 3 contains 4434 members Mstep: Class 4 contains 57890 members Mstep: Class 5 contains 1849 members Mstep: Class 6 contains 1571 members Mstep: Class 7 contains 19305 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 36220 members Mstep: Class 10 contains 50288 members Mstep: Class 11 contains 5198 members Mstep: Class 13 contains 13633 members Mstep: Class 14 contains 52903 members Mstep: Class 15 contains 97108 members Mstep: Class 16 contains 11753 members Mstep: Class 17 contains 13560 members Mstep: Class 18 contains 1837 members Mstep: Class 20 contains 31402 members Entering Unmasked Estep ConsiderDeletion Score: -18361040.000000 Penalty: 7720.259766 Iteration 33Q: 19 clusters Score -1.836104e+07 nChanged 2888 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34604 members Mstep: Class 2 contains 3592 members Mstep: Class 3 contains 5202 members Mstep: Class 4 contains 57517 members Mstep: Class 5 contains 1837 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 19383 members Mstep: Class 8 contains 3428 members Mstep: Class 9 contains 36214 members Mstep: Class 10 contains 50669 members Mstep: Class 11 contains 5301 members Mstep: Class 13 contains 13684 members Mstep: Class 14 contains 52653 members Mstep: Class 15 contains 96994 members Mstep: Class 16 contains 11771 members Mstep: Class 17 contains 13739 members Mstep: Class 18 contains 1935 members Mstep: Class 20 contains 30969 members Entering Unmasked Estep ConsiderDeletion Score: -18362110.000000 Penalty: 7720.259766 Iteration 34Q: 19 clusters Score -1.836211e+07 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34371 members Mstep: Class 2 contains 3569 members Mstep: Class 3 contains 5886 members Mstep: Class 4 contains 57191 members Mstep: Class 5 contains 1826 members Mstep: Class 6 contains 1574 members Mstep: Class 7 contains 19409 members Mstep: Class 8 contains 3352 members Mstep: Class 9 contains 36202 members Mstep: Class 10 contains 50977 members Mstep: Class 11 contains 5412 members Mstep: Class 13 contains 13766 members Mstep: Class 14 contains 52383 members Mstep: Class 15 contains 96886 members Mstep: Class 16 contains 11766 members Mstep: Class 17 contains 13930 members Mstep: Class 18 contains 2042 members Mstep: Class 20 contains 30522 members Entering Unmasked Estep ConsiderDeletion Score: -18362956.000000 Penalty: 7720.259766 Iteration 35Q: 19 clusters Score -1.836296e+07 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34294 members Mstep: Class 2 contains 3585 members Mstep: Class 3 contains 6346 members Mstep: Class 4 contains 56914 members Mstep: Class 5 contains 1818 members Mstep: Class 6 contains 1572 members Mstep: Class 7 contains 19410 members Mstep: Class 8 contains 3294 members Mstep: Class 9 contains 36197 members Mstep: Class 10 contains 51213 members Mstep: Class 11 contains 5501 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 52150 members Mstep: Class 15 contains 96799 members Mstep: Class 16 contains 11748 members Mstep: Class 17 contains 14115 members Mstep: Class 18 contains 2151 members Mstep: Class 20 contains 30149 members Entering Unmasked Estep ConsiderDeletion Score: -18363444.000000 Penalty: 7720.259766 Iteration 36Q: 19 clusters Score -1.836344e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34420 members Mstep: Class 2 contains 3635 members Mstep: Class 3 contains 6608 members Mstep: Class 4 contains 56615 members Mstep: Class 5 contains 1815 members Mstep: Class 6 contains 1577 members Mstep: Class 7 contains 19370 members Mstep: Class 8 contains 3235 members Mstep: Class 9 contains 36200 members Mstep: Class 10 contains 51456 members Mstep: Class 11 contains 5573 members Mstep: Class 13 contains 13862 members Mstep: Class 14 contains 51924 members Mstep: Class 15 contains 96727 members Mstep: Class 16 contains 11738 members Mstep: Class 17 contains 14243 members Mstep: Class 18 contains 2273 members Mstep: Class 20 contains 29793 members Entering Unmasked Estep ConsiderDeletion Score: -18363864.000000 Penalty: 7720.259766 Iteration 37Q: 19 clusters Score -1.836386e+07 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 34638 members Mstep: Class 2 contains 3666 members Mstep: Class 3 contains 6749 members Mstep: Class 4 contains 56382 members Mstep: Class 5 contains 1813 members Mstep: Class 6 contains 1581 members Mstep: Class 7 contains 19333 members Mstep: Class 8 contains 3165 members Mstep: Class 9 contains 36199 members Mstep: Class 10 contains 51664 members Mstep: Class 11 contains 5631 members Mstep: Class 13 contains 13908 members Mstep: Class 14 contains 51754 members Mstep: Class 15 contains 96651 members Mstep: Class 16 contains 11724 members Mstep: Class 17 contains 14334 members Mstep: Class 18 contains 2402 members Mstep: Class 20 contains 29470 members Entering Unmasked Estep ConsiderDeletion Score: -18364260.000000 Penalty: 7720.259766 Iteration 38Q: 19 clusters Score -1.836426e+07 nChanged 1485 Entering ConstructFrom: Score: -18364260.000000 Penalty: 7720.259766 Entering ConstructFrom: Trying to split cluster 1 (34862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34862 members Entering Unmasked Estep Score: -1521539.375000 Penalty: 345.152039 Iteration 0F: 2 clusters Score -1521539 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 17317 members Entering Unmasked Estep Score: -1498083.000000 Penalty: 690.304077 Iteration 0F: 3 clusters Score -1498083 nChanged 16834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19095 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -1510237.375000 Penalty: 690.304077 Iteration 1F: 3 clusters Score -1510237 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 14967 members Entering Unmasked Estep Score: -1512060.250000 Penalty: 690.304077 Iteration 2F: 3 clusters Score -1512060 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -1513948.875000 Penalty: 690.304077 Iteration 3F: 3 clusters Score -1513949 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21685 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -1515901.500000 Penalty: 690.304077 Iteration 4F: 3 clusters Score -1515902 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22397 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -1518139.750000 Penalty: 690.304077 Iteration 5F: 3 clusters Score -1518140 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -1520596.500000 Penalty: 690.304077 Iteration 6F: 3 clusters Score -1520596 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23382 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -1522183.375000 Penalty: 690.304077 Iteration 7F: 3 clusters Score -1522183 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23329 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1522554.000000 Penalty: 690.304077 Iteration 8Q: 3 clusters Score -1522554 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23239 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -1522653.875000 Penalty: 690.304077 Iteration 9Q: 3 clusters Score -1522654 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1522688.000000 Penalty: 690.304077 Iteration 10Q: 3 clusters Score -1522688 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23219 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1522688.875000 Penalty: 690.304077 Iteration 11Q: 3 clusters Score -1522689 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23254 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -1522691.250000 Penalty: 690.304077 Iteration 12Q: 3 clusters Score -1522691 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23293 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -1522696.375000 Penalty: 690.304077 Iteration 13Q: 3 clusters Score -1522696 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -1522697.375000 Penalty: 690.304077 Iteration 14Q: 3 clusters Score -1522697 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1522697.125000 Penalty: 690.304077 Iteration 15Q: 3 clusters Score -1522697 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -1522696.625000 Penalty: 690.304077 Iteration 16Q: 3 clusters Score -1522697 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -1522695.250000 Penalty: 690.304077 Iteration 17Q: 3 clusters Score -1522695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23393 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -1522694.875000 Penalty: 690.304077 Iteration 18Q: 3 clusters Score -1522695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23396 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -1522693.000000 Penalty: 690.304077 Iteration 19Q: 3 clusters Score -1522693 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23400 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1522695.125000 Penalty: 690.304077 Iteration 20F: 3 clusters Score -1522695 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23406 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -1522696.250000 Penalty: 690.304077 Iteration 21Q: 3 clusters Score -1522696 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23419 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -1522697.500000 Penalty: 690.304077 Iteration 22Q: 3 clusters Score -1522698 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -1522698.375000 Penalty: 690.304077 Iteration 23Q: 3 clusters Score -1522698 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -1522698.125000 Penalty: 690.304077 Iteration 24Q: 3 clusters Score -1522698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -1522698.875000 Penalty: 690.304077 Iteration 25Q: 3 clusters Score -1522699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23455 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -1522698.125000 Penalty: 690.304077 Iteration 26Q: 3 clusters Score -1522698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1522697.875000 Penalty: 690.304077 Iteration 27Q: 3 clusters Score -1522698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1522697.875000 Penalty: 690.304077 Iteration 28F: 3 clusters Score -1522698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 6861 members Mstep: Class 4 contains 56206 members Mstep: Class 5 contains 1812 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 19308 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 20 contains 29167 members Entering Unmasked Estep Score: -18365338.000000 Penalty: 8149.163086 Splitting cluster 1 changes total score from -18364260.000000 to -18365338.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 2 (3713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Entering Unmasked Estep Score: -167394.312500 Penalty: 271.246674 Iteration 0F: 2 clusters Score -167394.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -164829.687500 Penalty: 542.493347 Iteration 0F: 3 clusters Score -164829.7 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -165953.250000 Penalty: 542.493347 Iteration 1F: 3 clusters Score -165953.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -166148.000000 Penalty: 542.493347 Iteration 2F: 3 clusters Score -166148 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -166309.250000 Penalty: 542.493347 Iteration 3F: 3 clusters Score -166309.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -166462.515625 Penalty: 542.493347 Iteration 4F: 3 clusters Score -166462.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -166588.078125 Penalty: 542.493347 Iteration 5F: 3 clusters Score -166588.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -166707.109375 Penalty: 542.493347 Iteration 6Q: 3 clusters Score -166707.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -166790.140625 Penalty: 542.493347 Iteration 7Q: 3 clusters Score -166790.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -166866.906250 Penalty: 542.493347 Iteration 8Q: 3 clusters Score -166866.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -166918.046875 Penalty: 542.493347 Iteration 9Q: 3 clusters Score -166918 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -166942.468750 Penalty: 542.493347 Iteration 10Q: 3 clusters Score -166942.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -166955.750000 Penalty: 542.493347 Iteration 11Q: 3 clusters Score -166955.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -166963.546875 Penalty: 542.493347 Iteration 12Q: 3 clusters Score -166963.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -166971.828125 Penalty: 542.493347 Iteration 13Q: 3 clusters Score -166971.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -166977.593750 Penalty: 542.493347 Iteration 14Q: 3 clusters Score -166977.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -166982.812500 Penalty: 542.493347 Iteration 15Q: 3 clusters Score -166982.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -166988.234375 Penalty: 542.493347 Iteration 16Q: 3 clusters Score -166988.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -166990.968750 Penalty: 542.493347 Iteration 17Q: 3 clusters Score -166991 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -166994.687500 Penalty: 542.493347 Iteration 18Q: 3 clusters Score -166994.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -166999.968750 Penalty: 542.493347 Iteration 19Q: 3 clusters Score -167000 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -167006.546875 Penalty: 542.493347 Iteration 20F: 3 clusters Score -167006.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -167011.390625 Penalty: 542.493347 Iteration 21Q: 3 clusters Score -167011.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -167015.484375 Penalty: 542.493347 Iteration 22Q: 3 clusters Score -167015.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -167020.296875 Penalty: 542.493347 Iteration 23Q: 3 clusters Score -167020.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -167027.203125 Penalty: 542.493347 Iteration 24Q: 3 clusters Score -167027.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -167031.625000 Penalty: 542.493347 Iteration 25Q: 3 clusters Score -167031.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -167037.312500 Penalty: 542.493347 Iteration 26Q: 3 clusters Score -167037.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -167043.265625 Penalty: 542.493347 Iteration 27Q: 3 clusters Score -167043.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -167046.937500 Penalty: 542.493347 Iteration 28Q: 3 clusters Score -167046.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -167051.062500 Penalty: 542.493347 Iteration 29Q: 3 clusters Score -167051.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -167055.921875 Penalty: 542.493347 Iteration 30Q: 3 clusters Score -167055.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -167060.875000 Penalty: 542.493347 Iteration 31Q: 3 clusters Score -167060.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -167065.562500 Penalty: 542.493347 Iteration 32Q: 3 clusters Score -167065.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -167069.984375 Penalty: 542.493347 Iteration 33Q: 3 clusters Score -167070 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -167078.812500 Penalty: 542.493347 Iteration 34Q: 3 clusters Score -167078.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -167090.312500 Penalty: 542.493347 Iteration 35Q: 3 clusters Score -167090.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -167099.421875 Penalty: 542.493347 Iteration 36Q: 3 clusters Score -167099.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -167106.265625 Penalty: 542.493347 Iteration 37Q: 3 clusters Score -167106.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -167112.796875 Penalty: 542.493347 Iteration 38Q: 3 clusters Score -167112.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -167117.671875 Penalty: 542.493347 Iteration 39Q: 3 clusters Score -167117.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -167121.906250 Penalty: 542.493347 Iteration 40F: 3 clusters Score -167121.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -167127.484375 Penalty: 542.493347 Iteration 41Q: 3 clusters Score -167127.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -167131.281250 Penalty: 542.493347 Iteration 42Q: 3 clusters Score -167131.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -167135.375000 Penalty: 542.493347 Iteration 43Q: 3 clusters Score -167135.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -167137.875000 Penalty: 542.493347 Iteration 44Q: 3 clusters Score -167137.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -167139.156250 Penalty: 542.493347 Iteration 45Q: 3 clusters Score -167139.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -167142.171875 Penalty: 542.493347 Iteration 46Q: 3 clusters Score -167142.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -167146.218750 Penalty: 542.493347 Iteration 47Q: 3 clusters Score -167146.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -167148.265625 Penalty: 542.493347 Iteration 48Q: 3 clusters Score -167148.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -167149.828125 Penalty: 542.493347 Iteration 49Q: 3 clusters Score -167149.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -167150.718750 Penalty: 542.493347 Iteration 50Q: 3 clusters Score -167150.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -167151.562500 Penalty: 542.493347 Iteration 51Q: 3 clusters Score -167151.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -167153.921875 Penalty: 542.493347 Iteration 52Q: 3 clusters Score -167153.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -167156.265625 Penalty: 542.493347 Iteration 53Q: 3 clusters Score -167156.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -167159.593750 Penalty: 542.493347 Iteration 54Q: 3 clusters Score -167159.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167163.843750 Penalty: 542.493347 Iteration 55Q: 3 clusters Score -167163.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167168.984375 Penalty: 542.493347 Iteration 56Q: 3 clusters Score -167169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -167172.406250 Penalty: 542.493347 Iteration 57Q: 3 clusters Score -167172.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -167174.578125 Penalty: 542.493347 Iteration 58Q: 3 clusters Score -167174.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -167177.359375 Penalty: 542.493347 Iteration 59Q: 3 clusters Score -167177.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -167182.015625 Penalty: 542.493347 Iteration 60F: 3 clusters Score -167182 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -167184.578125 Penalty: 542.493347 Iteration 61Q: 3 clusters Score -167184.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -167184.656250 Penalty: 542.493347 Iteration 62Q: 3 clusters Score -167184.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -167185.140625 Penalty: 542.493347 Iteration 63Q: 3 clusters Score -167185.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -167185.593750 Penalty: 542.493347 Iteration 64Q: 3 clusters Score -167185.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -167185.937500 Penalty: 542.493347 Iteration 65Q: 3 clusters Score -167185.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -167185.937500 Penalty: 542.493347 Iteration 66F: 3 clusters Score -167185.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Entering Unmasked Estep Score: -317706.656250 Penalty: 291.509094 Iteration 0F: 2 clusters Score -317706.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -313228.062500 Penalty: 583.018188 Iteration 0F: 3 clusters Score -313228.1 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -315818.187500 Penalty: 583.018188 Iteration 1F: 3 clusters Score -315818.2 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -316782.625000 Penalty: 583.018188 Iteration 2F: 3 clusters Score -316782.6 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -317481.500000 Penalty: 583.018188 Iteration 3F: 3 clusters Score -317481.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -317939.843750 Penalty: 583.018188 Iteration 4F: 3 clusters Score -317939.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -318186.812500 Penalty: 583.018188 Iteration 5Q: 3 clusters Score -318186.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -318263.875000 Penalty: 583.018188 Iteration 6Q: 3 clusters Score -318263.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -318294.718750 Penalty: 583.018188 Iteration 7Q: 3 clusters Score -318294.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -318311.750000 Penalty: 583.018188 Iteration 8Q: 3 clusters Score -318311.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -318326.312500 Penalty: 583.018188 Iteration 9Q: 3 clusters Score -318326.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -318339.125000 Penalty: 583.018188 Iteration 10Q: 3 clusters Score -318339.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -318349.281250 Penalty: 583.018188 Iteration 11Q: 3 clusters Score -318349.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -318358.875000 Penalty: 583.018188 Iteration 12Q: 3 clusters Score -318358.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -318368.093750 Penalty: 583.018188 Iteration 13Q: 3 clusters Score -318368.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -318376.312500 Penalty: 583.018188 Iteration 14Q: 3 clusters Score -318376.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -318380.500000 Penalty: 583.018188 Iteration 15Q: 3 clusters Score -318380.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -318386.500000 Penalty: 583.018188 Iteration 16Q: 3 clusters Score -318386.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -318390.875000 Penalty: 583.018188 Iteration 17Q: 3 clusters Score -318390.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -318393.625000 Penalty: 583.018188 Iteration 18Q: 3 clusters Score -318393.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -318395.625000 Penalty: 583.018188 Iteration 19Q: 3 clusters Score -318395.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -318396.906250 Penalty: 583.018188 Iteration 20F: 3 clusters Score -318396.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -318397.875000 Penalty: 583.018188 Iteration 21Q: 3 clusters Score -318397.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -318398.406250 Penalty: 583.018188 Iteration 22Q: 3 clusters Score -318398.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -318399.281250 Penalty: 583.018188 Iteration 23Q: 3 clusters Score -318399.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -318400.656250 Penalty: 583.018188 Iteration 24Q: 3 clusters Score -318400.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -318401.125000 Penalty: 583.018188 Iteration 25Q: 3 clusters Score -318401.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -318402.312500 Penalty: 583.018188 Iteration 26Q: 3 clusters Score -318402.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -318402.343750 Penalty: 583.018188 Iteration 27Q: 3 clusters Score -318402.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -318402.968750 Penalty: 583.018188 Iteration 28Q: 3 clusters Score -318403 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -318402.406250 Penalty: 583.018188 Iteration 29Q: 3 clusters Score -318402.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -318404.062500 Penalty: 583.018188 Iteration 30Q: 3 clusters Score -318404.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -318404.625000 Penalty: 583.018188 Iteration 31Q: 3 clusters Score -318404.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -318405.375000 Penalty: 583.018188 Iteration 32Q: 3 clusters Score -318405.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -318405.718750 Penalty: 583.018188 Iteration 33Q: 3 clusters Score -318405.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -318406.687500 Penalty: 583.018188 Iteration 34Q: 3 clusters Score -318406.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -318406.093750 Penalty: 583.018188 Iteration 35Q: 3 clusters Score -318406.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -318406.468750 Penalty: 583.018188 Iteration 36Q: 3 clusters Score -318406.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -318407.437500 Penalty: 583.018188 Iteration 37Q: 3 clusters Score -318407.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -318407.968750 Penalty: 583.018188 Iteration 38Q: 3 clusters Score -318408 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -318409.187500 Penalty: 583.018188 Iteration 39Q: 3 clusters Score -318409.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -318410.218750 Penalty: 583.018188 Iteration 40F: 3 clusters Score -318410.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -318412.156250 Penalty: 583.018188 Iteration 41Q: 3 clusters Score -318412.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -318413.156250 Penalty: 583.018188 Iteration 42Q: 3 clusters Score -318413.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -318413.625000 Penalty: 583.018188 Iteration 43Q: 3 clusters Score -318413.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -318415.250000 Penalty: 583.018188 Iteration 44Q: 3 clusters Score -318415.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -318415.250000 Penalty: 583.018188 Iteration 45Q: 3 clusters Score -318415.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -318415.750000 Penalty: 583.018188 Iteration 46Q: 3 clusters Score -318415.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -318416.156250 Penalty: 583.018188 Iteration 47Q: 3 clusters Score -318416.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -318417.062500 Penalty: 583.018188 Iteration 48Q: 3 clusters Score -318417.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -318418.031250 Penalty: 583.018188 Iteration 49Q: 3 clusters Score -318418 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -318419.656250 Penalty: 583.018188 Iteration 50Q: 3 clusters Score -318419.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -318420.156250 Penalty: 583.018188 Iteration 51Q: 3 clusters Score -318420.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -318420.187500 Penalty: 583.018188 Iteration 52Q: 3 clusters Score -318420.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -318420.031250 Penalty: 583.018188 Iteration 53Q: 3 clusters Score -318420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -318420.781250 Penalty: 583.018188 Iteration 54Q: 3 clusters Score -318420.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -318422.218750 Penalty: 583.018188 Iteration 55Q: 3 clusters Score -318422.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -318423.156250 Penalty: 583.018188 Iteration 56Q: 3 clusters Score -318423.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -318422.906250 Penalty: 583.018188 Iteration 57Q: 3 clusters Score -318422.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -318424.531250 Penalty: 583.018188 Iteration 58Q: 3 clusters Score -318424.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -318423.843750 Penalty: 583.018188 Iteration 59Q: 3 clusters Score -318423.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -318425.656250 Penalty: 583.018188 Iteration 60F: 3 clusters Score -318425.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -318425.593750 Penalty: 583.018188 Iteration 61Q: 3 clusters Score -318425.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -318426.000000 Penalty: 583.018188 Iteration 62Q: 3 clusters Score -318426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -318426.125000 Penalty: 583.018188 Iteration 63Q: 3 clusters Score -318426.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -318427.031250 Penalty: 583.018188 Iteration 64Q: 3 clusters Score -318427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -318426.937500 Penalty: 583.018188 Iteration 65Q: 3 clusters Score -318426.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -318427.625000 Penalty: 583.018188 Iteration 66Q: 3 clusters Score -318427.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -318427.625000 Penalty: 583.018188 Iteration 67Q: 3 clusters Score -318427.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -318427.843750 Penalty: 583.018188 Iteration 68Q: 3 clusters Score -318427.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -318428.500000 Penalty: 583.018188 Iteration 69Q: 3 clusters Score -318428.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -318428.500000 Penalty: 583.018188 Iteration 70Q: 3 clusters Score -318428.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -318428.500000 Penalty: 583.018188 Iteration 71F: 3 clusters Score -318428.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 56206 members Mstep: Class 5 contains 1812 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 19308 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Entering Unmasked Estep Score: -18365942.000000 Penalty: 8578.066406 Splitting cluster 3 changes total score from -18364260.000000 to -18365942.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 4 (56206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56206 members Entering Unmasked Estep Score: -2579792.000000 Penalty: 360.913696 Iteration 0F: 2 clusters Score -2579792 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28163 members Mstep: Class 2 contains 28043 members Entering Unmasked Estep Score: -2541795.000000 Penalty: 721.827393 Iteration 0F: 3 clusters Score -2541795 nChanged 27486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29367 members Mstep: Class 2 contains 26839 members Entering Unmasked Estep Score: -2561600.500000 Penalty: 721.827393 Iteration 1F: 3 clusters Score -2561600 nChanged 4547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30286 members Mstep: Class 2 contains 25920 members Entering Unmasked Estep Score: -2565597.500000 Penalty: 721.827393 Iteration 2F: 3 clusters Score -2565598 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31665 members Mstep: Class 2 contains 24541 members Entering Unmasked Estep Score: -2570092.000000 Penalty: 721.827393 Iteration 3F: 3 clusters Score -2570092 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33024 members Mstep: Class 2 contains 23182 members Entering Unmasked Estep Score: -2573749.250000 Penalty: 721.827393 Iteration 4F: 3 clusters Score -2573749 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 22280 members Entering Unmasked Estep Score: -2575801.500000 Penalty: 721.827393 Iteration 5F: 3 clusters Score -2575802 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34610 members Mstep: Class 2 contains 21596 members Entering Unmasked Estep Score: -2577035.750000 Penalty: 721.827393 Iteration 6Q: 3 clusters Score -2577036 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35214 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -2578110.250000 Penalty: 721.827393 Iteration 7Q: 3 clusters Score -2578110 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35720 members Mstep: Class 2 contains 20486 members Entering Unmasked Estep Score: -2579027.500000 Penalty: 721.827393 Iteration 8Q: 3 clusters Score -2579028 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36167 members Mstep: Class 2 contains 20039 members Entering Unmasked Estep Score: -2579696.500000 Penalty: 721.827393 Iteration 9Q: 3 clusters Score -2579696 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36452 members Mstep: Class 2 contains 19754 members Entering Unmasked Estep Score: -2580078.500000 Penalty: 721.827393 Iteration 10Q: 3 clusters Score -2580078 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36641 members Mstep: Class 2 contains 19565 members Entering Unmasked Estep Score: -2580304.000000 Penalty: 721.827393 Iteration 11Q: 3 clusters Score -2580304 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36656 members Mstep: Class 2 contains 19550 members Entering Unmasked Estep Score: -2580419.750000 Penalty: 721.827393 Iteration 12Q: 3 clusters Score -2580420 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36634 members Mstep: Class 2 contains 19572 members Entering Unmasked Estep Score: -2580488.500000 Penalty: 721.827393 Iteration 13Q: 3 clusters Score -2580488 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -2580535.500000 Penalty: 721.827393 Iteration 14Q: 3 clusters Score -2580536 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36452 members Mstep: Class 2 contains 19754 members Entering Unmasked Estep Score: -2580607.750000 Penalty: 721.827393 Iteration 15Q: 3 clusters Score -2580608 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36297 members Mstep: Class 2 contains 19909 members Entering Unmasked Estep Score: -2580652.500000 Penalty: 721.827393 Iteration 16Q: 3 clusters Score -2580652 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36133 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -2580713.750000 Penalty: 721.827393 Iteration 17Q: 3 clusters Score -2580714 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35946 members Mstep: Class 2 contains 20260 members Entering Unmasked Estep Score: -2580775.000000 Penalty: 721.827393 Iteration 18Q: 3 clusters Score -2580775 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35751 members Mstep: Class 2 contains 20455 members Entering Unmasked Estep Score: -2580837.000000 Penalty: 721.827393 Iteration 19Q: 3 clusters Score -2580837 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35529 members Mstep: Class 2 contains 20677 members Entering Unmasked Estep Score: -2580928.750000 Penalty: 721.827393 Iteration 20F: 3 clusters Score -2580929 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35275 members Mstep: Class 2 contains 20931 members Entering Unmasked Estep Score: -2581023.500000 Penalty: 721.827393 Iteration 21Q: 3 clusters Score -2581024 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35014 members Mstep: Class 2 contains 21192 members Entering Unmasked Estep Score: -2581095.500000 Penalty: 721.827393 Iteration 22Q: 3 clusters Score -2581096 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34765 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -2581163.000000 Penalty: 721.827393 Iteration 23Q: 3 clusters Score -2581163 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34528 members Mstep: Class 2 contains 21678 members Entering Unmasked Estep Score: -2581258.500000 Penalty: 721.827393 Iteration 24Q: 3 clusters Score -2581258 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34297 members Mstep: Class 2 contains 21909 members Entering Unmasked Estep Score: -2581312.250000 Penalty: 721.827393 Iteration 25Q: 3 clusters Score -2581312 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34064 members Mstep: Class 2 contains 22142 members Entering Unmasked Estep Score: -2581382.750000 Penalty: 721.827393 Iteration 26Q: 3 clusters Score -2581383 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33873 members Mstep: Class 2 contains 22333 members Entering Unmasked Estep Score: -2581422.500000 Penalty: 721.827393 Iteration 27Q: 3 clusters Score -2581422 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33686 members Mstep: Class 2 contains 22520 members Entering Unmasked Estep Score: -2581457.000000 Penalty: 721.827393 Iteration 28Q: 3 clusters Score -2581457 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33532 members Mstep: Class 2 contains 22674 members Entering Unmasked Estep Score: -2581495.000000 Penalty: 721.827393 Iteration 29Q: 3 clusters Score -2581495 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33383 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -2581537.000000 Penalty: 721.827393 Iteration 30Q: 3 clusters Score -2581537 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33247 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -2581554.500000 Penalty: 721.827393 Iteration 31Q: 3 clusters Score -2581554 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33129 members Mstep: Class 2 contains 23077 members Entering Unmasked Estep Score: -2581569.250000 Penalty: 721.827393 Iteration 32Q: 3 clusters Score -2581569 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33038 members Mstep: Class 2 contains 23168 members Entering Unmasked Estep Score: -2581580.500000 Penalty: 721.827393 Iteration 33Q: 3 clusters Score -2581580 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32945 members Mstep: Class 2 contains 23261 members Entering Unmasked Estep Score: -2581588.250000 Penalty: 721.827393 Iteration 34Q: 3 clusters Score -2581588 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32870 members Mstep: Class 2 contains 23336 members Entering Unmasked Estep Score: -2581593.000000 Penalty: 721.827393 Iteration 35Q: 3 clusters Score -2581593 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32812 members Mstep: Class 2 contains 23394 members Entering Unmasked Estep Score: -2581595.250000 Penalty: 721.827393 Iteration 36Q: 3 clusters Score -2581595 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32772 members Mstep: Class 2 contains 23434 members Entering Unmasked Estep Score: -2581598.500000 Penalty: 721.827393 Iteration 37Q: 3 clusters Score -2581598 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32741 members Mstep: Class 2 contains 23465 members Entering Unmasked Estep Score: -2581599.500000 Penalty: 721.827393 Iteration 38Q: 3 clusters Score -2581600 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32718 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -2581595.750000 Penalty: 721.827393 Iteration 39Q: 3 clusters Score -2581596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 23500 members Entering Unmasked Estep Score: -2581594.750000 Penalty: 721.827393 Iteration 40F: 3 clusters Score -2581595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32705 members Mstep: Class 2 contains 23501 members Entering Unmasked Estep Score: -2581596.500000 Penalty: 721.827393 Iteration 41Q: 3 clusters Score -2581596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -2581598.000000 Penalty: 721.827393 Iteration 42Q: 3 clusters Score -2581598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32701 members Mstep: Class 2 contains 23505 members Entering Unmasked Estep Score: -2581599.750000 Penalty: 721.827393 Iteration 43Q: 3 clusters Score -2581600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32697 members Mstep: Class 2 contains 23509 members Entering Unmasked Estep Score: -2581602.000000 Penalty: 721.827393 Iteration 44Q: 3 clusters Score -2581602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32692 members Mstep: Class 2 contains 23514 members Entering Unmasked Estep Score: -2581600.250000 Penalty: 721.827393 Iteration 45Q: 3 clusters Score -2581600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32682 members Mstep: Class 2 contains 23524 members Entering Unmasked Estep Score: -2581602.750000 Penalty: 721.827393 Iteration 46Q: 3 clusters Score -2581603 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32677 members Mstep: Class 2 contains 23529 members Entering Unmasked Estep Score: -2581603.000000 Penalty: 721.827393 Iteration 47Q: 3 clusters Score -2581603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32673 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -2581603.250000 Penalty: 721.827393 Iteration 48Q: 3 clusters Score -2581603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32672 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -2581602.750000 Penalty: 721.827393 Iteration 49Q: 3 clusters Score -2581603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32672 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -2581602.750000 Penalty: 721.827393 Iteration 50F: 3 clusters Score -2581603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1812 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 19308 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Entering Unmasked Estep Score: -18367662.000000 Penalty: 9006.969727 Splitting cluster 4 changes total score from -18364260.000000 to -18367662.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 5 (1812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Entering Unmasked Estep Score: -58671.800781 Penalty: 247.572144 Iteration 0F: 2 clusters Score -58671.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -57436.320312 Penalty: 495.144287 Iteration 0F: 3 clusters Score -57436.32 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -58017.675781 Penalty: 495.144287 Iteration 1F: 3 clusters Score -58017.68 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -58255.414062 Penalty: 495.144287 Iteration 2F: 3 clusters Score -58255.41 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -58582.148438 Penalty: 495.144287 Iteration 3F: 3 clusters Score -58582.15 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58837.492188 Penalty: 495.144287 Iteration 4F: 3 clusters Score -58837.49 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -59023.980469 Penalty: 495.144287 Iteration 5F: 3 clusters Score -59023.98 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -59184.054688 Penalty: 495.144287 Iteration 6Q: 3 clusters Score -59184.05 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -59237.921875 Penalty: 495.144287 Iteration 7Q: 3 clusters Score -59237.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -59249.820312 Penalty: 495.144287 Iteration 8Q: 3 clusters Score -59249.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -59250.894531 Penalty: 495.144287 Iteration 9Q: 3 clusters Score -59250.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -59250.894531 Penalty: 495.144287 Iteration 10F: 3 clusters Score -59250.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 19308 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Entering Unmasked Estep Score: -18368038.000000 Penalty: 9435.873047 Splitting cluster 5 changes total score from -18364260.000000 to -18368038.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 6 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -47901.289062 Penalty: 243.196823 Iteration 0F: 2 clusters Score -47901.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -46945.152344 Penalty: 486.393646 Iteration 0F: 3 clusters Score -46945.15 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -48230.566406 Penalty: 486.393646 Iteration 1F: 3 clusters Score -48230.57 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -48507.675781 Penalty: 486.393646 Iteration 2F: 3 clusters Score -48507.68 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -48775.945312 Penalty: 486.393646 Iteration 3F: 3 clusters Score -48775.95 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -48960.863281 Penalty: 486.393646 Iteration 4Q: 3 clusters Score -48960.86 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -49043.691406 Penalty: 486.393646 Iteration 5Q: 3 clusters Score -49043.69 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -49079.324219 Penalty: 486.393646 Iteration 6Q: 3 clusters Score -49079.32 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -49100.914062 Penalty: 486.393646 Iteration 7Q: 3 clusters Score -49100.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -49113.507812 Penalty: 486.393646 Iteration 8Q: 3 clusters Score -49113.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -49119.453125 Penalty: 486.393646 Iteration 9Q: 3 clusters Score -49119.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -49121.679688 Penalty: 486.393646 Iteration 10Q: 3 clusters Score -49121.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -49122.699219 Penalty: 486.393646 Iteration 11Q: 3 clusters Score -49122.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -49123.281250 Penalty: 486.393646 Iteration 12Q: 3 clusters Score -49123.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -49124.503906 Penalty: 486.393646 Iteration 13Q: 3 clusters Score -49124.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -49126.300781 Penalty: 486.393646 Iteration 14Q: 3 clusters Score -49126.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -49127.011719 Penalty: 486.393646 Iteration 15Q: 3 clusters Score -49127.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -49127.324219 Penalty: 486.393646 Iteration 16Q: 3 clusters Score -49127.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -49127.976562 Penalty: 486.393646 Iteration 17Q: 3 clusters Score -49127.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -49128.816406 Penalty: 486.393646 Iteration 18Q: 3 clusters Score -49128.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -49130.085938 Penalty: 486.393646 Iteration 19Q: 3 clusters Score -49130.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -49130.949219 Penalty: 486.393646 Iteration 20F: 3 clusters Score -49130.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -49131.675781 Penalty: 486.393646 Iteration 21Q: 3 clusters Score -49131.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -49132.468750 Penalty: 486.393646 Iteration 22Q: 3 clusters Score -49132.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -49134.144531 Penalty: 486.393646 Iteration 23Q: 3 clusters Score -49134.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -49134.308594 Penalty: 486.393646 Iteration 24Q: 3 clusters Score -49134.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -49134.304688 Penalty: 486.393646 Iteration 25Q: 3 clusters Score -49134.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -49134.304688 Penalty: 486.393646 Iteration 26F: 3 clusters Score -49134.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 19308 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Entering Unmasked Estep Score: -18369066.000000 Penalty: 9864.776367 Splitting cluster 6 changes total score from -18364260.000000 to -18369066.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 7 (19308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Entering Unmasked Estep Score: -777714.687500 Penalty: 325.653076 Iteration 0F: 2 clusters Score -777714.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -764817.500000 Penalty: 651.306152 Iteration 0F: 3 clusters Score -764817.5 nChanged 9170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -771723.625000 Penalty: 651.306152 Iteration 1F: 3 clusters Score -771723.6 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -773957.625000 Penalty: 651.306152 Iteration 2F: 3 clusters Score -773957.6 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 9599 members Entering Unmasked Estep Score: -775743.437500 Penalty: 651.306152 Iteration 3F: 3 clusters Score -775743.4 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 10412 members Entering Unmasked Estep Score: -776960.062500 Penalty: 651.306152 Iteration 4F: 3 clusters Score -776960.1 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -778015.687500 Penalty: 651.306152 Iteration 5F: 3 clusters Score -778015.7 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -779032.125000 Penalty: 651.306152 Iteration 6F: 3 clusters Score -779032.1 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 13088 members Entering Unmasked Estep Score: -779712.375000 Penalty: 651.306152 Iteration 7Q: 3 clusters Score -779712.4 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -780135.687500 Penalty: 651.306152 Iteration 8Q: 3 clusters Score -780135.7 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 14126 members Entering Unmasked Estep Score: -780429.062500 Penalty: 651.306152 Iteration 9Q: 3 clusters Score -780429.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 14485 members Entering Unmasked Estep Score: -780646.187500 Penalty: 651.306152 Iteration 10Q: 3 clusters Score -780646.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 14782 members Entering Unmasked Estep Score: -780772.125000 Penalty: 651.306152 Iteration 11Q: 3 clusters Score -780772.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 15027 members Entering Unmasked Estep Score: -780878.625000 Penalty: 651.306152 Iteration 12Q: 3 clusters Score -780878.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -780983.750000 Penalty: 651.306152 Iteration 13Q: 3 clusters Score -780983.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 15473 members Entering Unmasked Estep Score: -781066.437500 Penalty: 651.306152 Iteration 14Q: 3 clusters Score -781066.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 15627 members Entering Unmasked Estep Score: -781127.937500 Penalty: 651.306152 Iteration 15Q: 3 clusters Score -781127.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 15770 members Entering Unmasked Estep Score: -781182.250000 Penalty: 651.306152 Iteration 16Q: 3 clusters Score -781182.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 15893 members Entering Unmasked Estep Score: -781225.125000 Penalty: 651.306152 Iteration 17Q: 3 clusters Score -781225.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 15991 members Entering Unmasked Estep Score: -781267.750000 Penalty: 651.306152 Iteration 18Q: 3 clusters Score -781267.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -781305.062500 Penalty: 651.306152 Iteration 19Q: 3 clusters Score -781305.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -781341.437500 Penalty: 651.306152 Iteration 20F: 3 clusters Score -781341.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -781353.500000 Penalty: 651.306152 Iteration 21Q: 3 clusters Score -781353.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -781356.437500 Penalty: 651.306152 Iteration 22Q: 3 clusters Score -781356.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 16291 members Entering Unmasked Estep Score: -781360.000000 Penalty: 651.306152 Iteration 23Q: 3 clusters Score -781360 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 16315 members Entering Unmasked Estep Score: -781365.875000 Penalty: 651.306152 Iteration 24Q: 3 clusters Score -781365.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -781367.125000 Penalty: 651.306152 Iteration 25Q: 3 clusters Score -781367.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 16357 members Entering Unmasked Estep Score: -781369.125000 Penalty: 651.306152 Iteration 26Q: 3 clusters Score -781369.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 16371 members Entering Unmasked Estep Score: -781371.062500 Penalty: 651.306152 Iteration 27Q: 3 clusters Score -781371.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 16383 members Entering Unmasked Estep Score: -781370.312500 Penalty: 651.306152 Iteration 28Q: 3 clusters Score -781370.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 16389 members Entering Unmasked Estep Score: -781370.750000 Penalty: 651.306152 Iteration 29Q: 3 clusters Score -781370.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 16395 members Entering Unmasked Estep Score: -781370.625000 Penalty: 651.306152 Iteration 30Q: 3 clusters Score -781370.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 16399 members Entering Unmasked Estep Score: -781372.000000 Penalty: 651.306152 Iteration 31Q: 3 clusters Score -781372 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -781370.625000 Penalty: 651.306152 Iteration 32Q: 3 clusters Score -781370.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -781370.875000 Penalty: 651.306152 Iteration 33Q: 3 clusters Score -781370.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -781370.437500 Penalty: 651.306152 Iteration 34Q: 3 clusters Score -781370.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -781370.437500 Penalty: 651.306152 Iteration 35F: 3 clusters Score -781370.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Entering Unmasked Estep Score: -18372594.000000 Penalty: 10293.679688 Splitting cluster 7 changes total score from -18364260.000000 to -18372594.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 8 (3095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Entering Unmasked Estep Score: -103751.562500 Penalty: 265.238922 Iteration 0F: 2 clusters Score -103751.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -101734.546875 Penalty: 530.477844 Iteration 0F: 3 clusters Score -101734.5 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -102681.000000 Penalty: 530.477844 Iteration 1F: 3 clusters Score -102681 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -102924.351562 Penalty: 530.477844 Iteration 2F: 3 clusters Score -102924.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -103135.507812 Penalty: 530.477844 Iteration 3F: 3 clusters Score -103135.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -103322.328125 Penalty: 530.477844 Iteration 4F: 3 clusters Score -103322.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -103435.156250 Penalty: 530.477844 Iteration 5F: 3 clusters Score -103435.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -103489.921875 Penalty: 530.477844 Iteration 6Q: 3 clusters Score -103489.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -103527.328125 Penalty: 530.477844 Iteration 7Q: 3 clusters Score -103527.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -103564.195312 Penalty: 530.477844 Iteration 8Q: 3 clusters Score -103564.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -103597.085938 Penalty: 530.477844 Iteration 9Q: 3 clusters Score -103597.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -103625.812500 Penalty: 530.477844 Iteration 10Q: 3 clusters Score -103625.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -103659.593750 Penalty: 530.477844 Iteration 11Q: 3 clusters Score -103659.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -103707.179688 Penalty: 530.477844 Iteration 12Q: 3 clusters Score -103707.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -103763.343750 Penalty: 530.477844 Iteration 13Q: 3 clusters Score -103763.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -103829.390625 Penalty: 530.477844 Iteration 14Q: 3 clusters Score -103829.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -103902.562500 Penalty: 530.477844 Iteration 15Q: 3 clusters Score -103902.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -103948.812500 Penalty: 530.477844 Iteration 16Q: 3 clusters Score -103948.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -103983.234375 Penalty: 530.477844 Iteration 17Q: 3 clusters Score -103983.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -104014.078125 Penalty: 530.477844 Iteration 18Q: 3 clusters Score -104014.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -104051.328125 Penalty: 530.477844 Iteration 19Q: 3 clusters Score -104051.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -104070.648438 Penalty: 530.477844 Iteration 20F: 3 clusters Score -104070.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -104083.406250 Penalty: 530.477844 Iteration 21Q: 3 clusters Score -104083.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -104085.742188 Penalty: 530.477844 Iteration 22Q: 3 clusters Score -104085.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -104087.203125 Penalty: 530.477844 Iteration 23Q: 3 clusters Score -104087.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -104089.273438 Penalty: 530.477844 Iteration 24Q: 3 clusters Score -104089.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -104090.804688 Penalty: 530.477844 Iteration 25Q: 3 clusters Score -104090.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -104091.796875 Penalty: 530.477844 Iteration 26Q: 3 clusters Score -104091.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -104091.796875 Penalty: 530.477844 Iteration 27F: 3 clusters Score -104091.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 36201 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Entering Unmasked Estep Score: -18372766.000000 Penalty: 10722.583008 Splitting cluster 8 changes total score from -18364260.000000 to -18372766.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 9 (36201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36201 members Entering Unmasked Estep Score: -1643465.250000 Penalty: 346.395813 Iteration 0F: 2 clusters Score -1643465 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18025 members Mstep: Class 2 contains 18176 members Entering Unmasked Estep Score: -1619275.375000 Penalty: 692.791626 Iteration 0F: 3 clusters Score -1619275 nChanged 17543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16032 members Mstep: Class 2 contains 20169 members Entering Unmasked Estep Score: -1632961.125000 Penalty: 692.791626 Iteration 1F: 3 clusters Score -1632961 nChanged 3285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -1635726.250000 Penalty: 692.791626 Iteration 2F: 3 clusters Score -1635726 nChanged 3061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13170 members Mstep: Class 2 contains 23031 members Entering Unmasked Estep Score: -1638178.375000 Penalty: 692.791626 Iteration 3F: 3 clusters Score -1638178 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 24407 members Entering Unmasked Estep Score: -1640131.625000 Penalty: 692.791626 Iteration 4F: 3 clusters Score -1640132 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 25554 members Entering Unmasked Estep Score: -1641512.500000 Penalty: 692.791626 Iteration 5F: 3 clusters Score -1641512 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 26457 members Entering Unmasked Estep Score: -1642546.125000 Penalty: 692.791626 Iteration 6Q: 3 clusters Score -1642546 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 27020 members Entering Unmasked Estep Score: -1643302.500000 Penalty: 692.791626 Iteration 7Q: 3 clusters Score -1643302 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 27340 members Entering Unmasked Estep Score: -1643788.500000 Penalty: 692.791626 Iteration 8Q: 3 clusters Score -1643788 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 27498 members Entering Unmasked Estep Score: -1644072.500000 Penalty: 692.791626 Iteration 9Q: 3 clusters Score -1644072 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 27632 members Entering Unmasked Estep Score: -1644184.250000 Penalty: 692.791626 Iteration 10Q: 3 clusters Score -1644184 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 27766 members Entering Unmasked Estep Score: -1644243.125000 Penalty: 692.791626 Iteration 11Q: 3 clusters Score -1644243 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 27915 members Entering Unmasked Estep Score: -1644305.375000 Penalty: 692.791626 Iteration 12Q: 3 clusters Score -1644305 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 28074 members Entering Unmasked Estep Score: -1644372.500000 Penalty: 692.791626 Iteration 13Q: 3 clusters Score -1644372 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 28279 members Entering Unmasked Estep Score: -1644465.375000 Penalty: 692.791626 Iteration 14Q: 3 clusters Score -1644465 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 28531 members Entering Unmasked Estep Score: -1644581.750000 Penalty: 692.791626 Iteration 15Q: 3 clusters Score -1644582 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 28814 members Entering Unmasked Estep Score: -1644750.000000 Penalty: 692.791626 Iteration 16Q: 3 clusters Score -1644750 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 29147 members Entering Unmasked Estep Score: -1645001.375000 Penalty: 692.791626 Iteration 17Q: 3 clusters Score -1645001 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 29494 members Entering Unmasked Estep Score: -1645309.750000 Penalty: 692.791626 Iteration 18Q: 3 clusters Score -1645310 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 29797 members Entering Unmasked Estep Score: -1645536.625000 Penalty: 692.791626 Iteration 19Q: 3 clusters Score -1645537 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 29970 members Entering Unmasked Estep Score: -1645640.375000 Penalty: 692.791626 Iteration 20F: 3 clusters Score -1645640 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 30068 members Entering Unmasked Estep Score: -1645679.125000 Penalty: 692.791626 Iteration 21Q: 3 clusters Score -1645679 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 30131 members Entering Unmasked Estep Score: -1645688.625000 Penalty: 692.791626 Iteration 22Q: 3 clusters Score -1645689 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 30166 members Entering Unmasked Estep Score: -1645685.875000 Penalty: 692.791626 Iteration 23Q: 3 clusters Score -1645686 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 30185 members Entering Unmasked Estep Score: -1645689.750000 Penalty: 692.791626 Iteration 24Q: 3 clusters Score -1645690 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 30194 members Entering Unmasked Estep Score: -1645687.000000 Penalty: 692.791626 Iteration 25Q: 3 clusters Score -1645687 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 30196 members Entering Unmasked Estep Score: -1645686.375000 Penalty: 692.791626 Iteration 26Q: 3 clusters Score -1645686 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 30195 members Entering Unmasked Estep Score: -1645686.250000 Penalty: 692.791626 Iteration 27Q: 3 clusters Score -1645686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 30190 members Entering Unmasked Estep Score: -1645687.500000 Penalty: 692.791626 Iteration 28Q: 3 clusters Score -1645688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 30190 members Entering Unmasked Estep Score: -1645685.750000 Penalty: 692.791626 Iteration 29Q: 3 clusters Score -1645686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 30188 members Entering Unmasked Estep Score: -1645690.000000 Penalty: 692.791626 Iteration 30Q: 3 clusters Score -1645690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 30189 members Entering Unmasked Estep Score: -1645690.500000 Penalty: 692.791626 Iteration 31Q: 3 clusters Score -1645690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 30188 members Entering Unmasked Estep Score: -1645690.750000 Penalty: 692.791626 Iteration 32Q: 3 clusters Score -1645691 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 30186 members Entering Unmasked Estep Score: -1645688.125000 Penalty: 692.791626 Iteration 33Q: 3 clusters Score -1645688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 30185 members Entering Unmasked Estep Score: -1645689.250000 Penalty: 692.791626 Iteration 34Q: 3 clusters Score -1645689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 30185 members Entering Unmasked Estep Score: -1645689.250000 Penalty: 692.791626 Iteration 35F: 3 clusters Score -1645689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 51811 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Entering Unmasked Estep Score: -18374946.000000 Penalty: 11151.486328 Splitting cluster 9 changes total score from -18364260.000000 to -18374946.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 10 (51811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51811 members Entering Unmasked Estep Score: -2350419.250000 Penalty: 358.226807 Iteration 0F: 2 clusters Score -2350419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25944 members Mstep: Class 2 contains 25867 members Entering Unmasked Estep Score: -2315556.000000 Penalty: 716.453613 Iteration 0F: 3 clusters Score -2315556 nChanged 25170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27102 members Mstep: Class 2 contains 24709 members Entering Unmasked Estep Score: -2332857.500000 Penalty: 716.453613 Iteration 1F: 3 clusters Score -2332858 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27859 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -2336132.250000 Penalty: 716.453613 Iteration 2F: 3 clusters Score -2336132 nChanged 4363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28718 members Mstep: Class 2 contains 23093 members Entering Unmasked Estep Score: -2340311.750000 Penalty: 716.453613 Iteration 3F: 3 clusters Score -2340312 nChanged 4291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29485 members Mstep: Class 2 contains 22326 members Entering Unmasked Estep Score: -2344447.500000 Penalty: 716.453613 Iteration 4F: 3 clusters Score -2344448 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30012 members Mstep: Class 2 contains 21799 members Entering Unmasked Estep Score: -2347497.000000 Penalty: 716.453613 Iteration 5F: 3 clusters Score -2347497 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30211 members Mstep: Class 2 contains 21600 members Entering Unmasked Estep Score: -2349296.750000 Penalty: 716.453613 Iteration 6F: 3 clusters Score -2349297 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30319 members Mstep: Class 2 contains 21492 members Entering Unmasked Estep Score: -2350485.250000 Penalty: 716.453613 Iteration 7Q: 3 clusters Score -2350485 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30330 members Mstep: Class 2 contains 21481 members Entering Unmasked Estep Score: -2351427.750000 Penalty: 716.453613 Iteration 8Q: 3 clusters Score -2351428 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30296 members Mstep: Class 2 contains 21515 members Entering Unmasked Estep Score: -2352180.250000 Penalty: 716.453613 Iteration 9Q: 3 clusters Score -2352180 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30053 members Mstep: Class 2 contains 21758 members Entering Unmasked Estep Score: -2353012.750000 Penalty: 716.453613 Iteration 10Q: 3 clusters Score -2353013 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29491 members Mstep: Class 2 contains 22320 members Entering Unmasked Estep Score: -2354856.750000 Penalty: 716.453613 Iteration 11Q: 3 clusters Score -2354857 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28549 members Mstep: Class 2 contains 23262 members Entering Unmasked Estep Score: -2357702.500000 Penalty: 716.453613 Iteration 12Q: 3 clusters Score -2357702 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28009 members Mstep: Class 2 contains 23802 members Entering Unmasked Estep Score: -2358628.750000 Penalty: 716.453613 Iteration 13Q: 3 clusters Score -2358629 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27820 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -2358835.000000 Penalty: 716.453613 Iteration 14Q: 3 clusters Score -2358835 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27793 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -2358919.250000 Penalty: 716.453613 Iteration 15Q: 3 clusters Score -2358919 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -2358956.750000 Penalty: 716.453613 Iteration 16Q: 3 clusters Score -2358957 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28023 members Mstep: Class 2 contains 23788 members Entering Unmasked Estep Score: -2358994.750000 Penalty: 716.453613 Iteration 17Q: 3 clusters Score -2358995 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28195 members Mstep: Class 2 contains 23616 members Entering Unmasked Estep Score: -2359025.500000 Penalty: 716.453613 Iteration 18Q: 3 clusters Score -2359026 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28395 members Mstep: Class 2 contains 23416 members Entering Unmasked Estep Score: -2359040.750000 Penalty: 716.453613 Iteration 19Q: 3 clusters Score -2359041 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28613 members Mstep: Class 2 contains 23198 members Entering Unmasked Estep Score: -2359069.000000 Penalty: 716.453613 Iteration 20F: 3 clusters Score -2359069 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28832 members Mstep: Class 2 contains 22979 members Entering Unmasked Estep Score: -2359092.500000 Penalty: 716.453613 Iteration 21Q: 3 clusters Score -2359092 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29050 members Mstep: Class 2 contains 22761 members Entering Unmasked Estep Score: -2359115.250000 Penalty: 716.453613 Iteration 22Q: 3 clusters Score -2359115 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29279 members Mstep: Class 2 contains 22532 members Entering Unmasked Estep Score: -2359131.500000 Penalty: 716.453613 Iteration 23Q: 3 clusters Score -2359132 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29532 members Mstep: Class 2 contains 22279 members Entering Unmasked Estep Score: -2359180.750000 Penalty: 716.453613 Iteration 24Q: 3 clusters Score -2359181 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29773 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -2359207.500000 Penalty: 716.453613 Iteration 25Q: 3 clusters Score -2359208 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29999 members Mstep: Class 2 contains 21812 members Entering Unmasked Estep Score: -2359238.750000 Penalty: 716.453613 Iteration 26Q: 3 clusters Score -2359239 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30226 members Mstep: Class 2 contains 21585 members Entering Unmasked Estep Score: -2359268.750000 Penalty: 716.453613 Iteration 27Q: 3 clusters Score -2359269 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30460 members Mstep: Class 2 contains 21351 members Entering Unmasked Estep Score: -2359291.750000 Penalty: 716.453613 Iteration 28Q: 3 clusters Score -2359292 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30695 members Mstep: Class 2 contains 21116 members Entering Unmasked Estep Score: -2359320.000000 Penalty: 716.453613 Iteration 29Q: 3 clusters Score -2359320 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30922 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -2359327.500000 Penalty: 716.453613 Iteration 30Q: 3 clusters Score -2359328 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31125 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -2359347.250000 Penalty: 716.453613 Iteration 31Q: 3 clusters Score -2359347 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31310 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -2359359.500000 Penalty: 716.453613 Iteration 32Q: 3 clusters Score -2359360 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31478 members Mstep: Class 2 contains 20333 members Entering Unmasked Estep Score: -2359365.000000 Penalty: 716.453613 Iteration 33Q: 3 clusters Score -2359365 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31633 members Mstep: Class 2 contains 20178 members Entering Unmasked Estep Score: -2359367.500000 Penalty: 716.453613 Iteration 34Q: 3 clusters Score -2359368 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31770 members Mstep: Class 2 contains 20041 members Entering Unmasked Estep Score: -2359388.000000 Penalty: 716.453613 Iteration 35Q: 3 clusters Score -2359388 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31895 members Mstep: Class 2 contains 19916 members Entering Unmasked Estep Score: -2359387.500000 Penalty: 716.453613 Iteration 36Q: 3 clusters Score -2359388 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32025 members Mstep: Class 2 contains 19786 members Entering Unmasked Estep Score: -2359404.500000 Penalty: 716.453613 Iteration 37Q: 3 clusters Score -2359404 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32135 members Mstep: Class 2 contains 19676 members Entering Unmasked Estep Score: -2359409.750000 Penalty: 716.453613 Iteration 38Q: 3 clusters Score -2359410 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32248 members Mstep: Class 2 contains 19563 members Entering Unmasked Estep Score: -2359407.500000 Penalty: 716.453613 Iteration 39Q: 3 clusters Score -2359408 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32363 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -2359409.750000 Penalty: 716.453613 Iteration 40F: 3 clusters Score -2359410 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32467 members Mstep: Class 2 contains 19344 members Entering Unmasked Estep Score: -2359419.500000 Penalty: 716.453613 Iteration 41Q: 3 clusters Score -2359420 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32580 members Mstep: Class 2 contains 19231 members Entering Unmasked Estep Score: -2359429.250000 Penalty: 716.453613 Iteration 42Q: 3 clusters Score -2359429 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32696 members Mstep: Class 2 contains 19115 members Entering Unmasked Estep Score: -2359434.750000 Penalty: 716.453613 Iteration 43Q: 3 clusters Score -2359435 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32809 members Mstep: Class 2 contains 19002 members Entering Unmasked Estep Score: -2359450.750000 Penalty: 716.453613 Iteration 44Q: 3 clusters Score -2359451 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32896 members Mstep: Class 2 contains 18915 members Entering Unmasked Estep Score: -2359457.500000 Penalty: 716.453613 Iteration 45Q: 3 clusters Score -2359458 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32980 members Mstep: Class 2 contains 18831 members Entering Unmasked Estep Score: -2359458.750000 Penalty: 716.453613 Iteration 46Q: 3 clusters Score -2359459 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33053 members Mstep: Class 2 contains 18758 members Entering Unmasked Estep Score: -2359458.750000 Penalty: 716.453613 Iteration 47Q: 3 clusters Score -2359459 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33137 members Mstep: Class 2 contains 18674 members Entering Unmasked Estep Score: -2359468.250000 Penalty: 716.453613 Iteration 48Q: 3 clusters Score -2359468 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33218 members Mstep: Class 2 contains 18593 members Entering Unmasked Estep Score: -2359472.500000 Penalty: 716.453613 Iteration 49Q: 3 clusters Score -2359472 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33293 members Mstep: Class 2 contains 18518 members Entering Unmasked Estep Score: -2359461.000000 Penalty: 716.453613 Iteration 50Q: 3 clusters Score -2359461 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33362 members Mstep: Class 2 contains 18449 members Entering Unmasked Estep Score: -2359472.750000 Penalty: 716.453613 Iteration 51Q: 3 clusters Score -2359473 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33427 members Mstep: Class 2 contains 18384 members Entering Unmasked Estep Score: -2359477.750000 Penalty: 716.453613 Iteration 52Q: 3 clusters Score -2359478 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33498 members Mstep: Class 2 contains 18313 members Entering Unmasked Estep Score: -2359484.000000 Penalty: 716.453613 Iteration 53Q: 3 clusters Score -2359484 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33569 members Mstep: Class 2 contains 18242 members Entering Unmasked Estep Score: -2359477.250000 Penalty: 716.453613 Iteration 54Q: 3 clusters Score -2359477 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33649 members Mstep: Class 2 contains 18162 members Entering Unmasked Estep Score: -2359475.500000 Penalty: 716.453613 Iteration 55Q: 3 clusters Score -2359476 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33737 members Mstep: Class 2 contains 18074 members Entering Unmasked Estep Score: -2359474.500000 Penalty: 716.453613 Iteration 56Q: 3 clusters Score -2359474 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33806 members Mstep: Class 2 contains 18005 members Entering Unmasked Estep Score: -2359475.250000 Penalty: 716.453613 Iteration 57Q: 3 clusters Score -2359475 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33862 members Mstep: Class 2 contains 17949 members Entering Unmasked Estep Score: -2359487.750000 Penalty: 716.453613 Iteration 58Q: 3 clusters Score -2359488 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33915 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -2359493.250000 Penalty: 716.453613 Iteration 59Q: 3 clusters Score -2359493 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33964 members Mstep: Class 2 contains 17847 members Entering Unmasked Estep Score: -2359502.750000 Penalty: 716.453613 Iteration 60F: 3 clusters Score -2359503 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34010 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -2359501.750000 Penalty: 716.453613 Iteration 61Q: 3 clusters Score -2359502 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34059 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -2359500.750000 Penalty: 716.453613 Iteration 62Q: 3 clusters Score -2359501 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34107 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -2359502.250000 Penalty: 716.453613 Iteration 63Q: 3 clusters Score -2359502 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34166 members Mstep: Class 2 contains 17645 members Entering Unmasked Estep Score: -2359501.250000 Penalty: 716.453613 Iteration 64Q: 3 clusters Score -2359501 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34226 members Mstep: Class 2 contains 17585 members Entering Unmasked Estep Score: -2359504.750000 Penalty: 716.453613 Iteration 65Q: 3 clusters Score -2359505 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34279 members Mstep: Class 2 contains 17532 members Entering Unmasked Estep Score: -2359512.500000 Penalty: 716.453613 Iteration 66Q: 3 clusters Score -2359512 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34340 members Mstep: Class 2 contains 17471 members Entering Unmasked Estep Score: -2359509.000000 Penalty: 716.453613 Iteration 67Q: 3 clusters Score -2359509 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34413 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -2359516.500000 Penalty: 716.453613 Iteration 68Q: 3 clusters Score -2359516 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34477 members Mstep: Class 2 contains 17334 members Entering Unmasked Estep Score: -2359512.000000 Penalty: 716.453613 Iteration 69Q: 3 clusters Score -2359512 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34535 members Mstep: Class 2 contains 17276 members Entering Unmasked Estep Score: -2359510.750000 Penalty: 716.453613 Iteration 70Q: 3 clusters Score -2359511 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34587 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -2359505.500000 Penalty: 716.453613 Iteration 71Q: 3 clusters Score -2359506 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34633 members Mstep: Class 2 contains 17178 members Entering Unmasked Estep Score: -2359500.750000 Penalty: 716.453613 Iteration 72Q: 3 clusters Score -2359501 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34676 members Mstep: Class 2 contains 17135 members Entering Unmasked Estep Score: -2359505.500000 Penalty: 716.453613 Iteration 73Q: 3 clusters Score -2359506 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34715 members Mstep: Class 2 contains 17096 members Entering Unmasked Estep Score: -2359505.000000 Penalty: 716.453613 Iteration 74Q: 3 clusters Score -2359505 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34756 members Mstep: Class 2 contains 17055 members Entering Unmasked Estep Score: -2359501.250000 Penalty: 716.453613 Iteration 75Q: 3 clusters Score -2359501 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34784 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -2359496.250000 Penalty: 716.453613 Iteration 76Q: 3 clusters Score -2359496 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34812 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -2359497.250000 Penalty: 716.453613 Iteration 77Q: 3 clusters Score -2359497 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34841 members Mstep: Class 2 contains 16970 members Entering Unmasked Estep Score: -2359497.250000 Penalty: 716.453613 Iteration 78Q: 3 clusters Score -2359497 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34875 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -2359509.500000 Penalty: 716.453613 Iteration 79Q: 3 clusters Score -2359510 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -2359512.500000 Penalty: 716.453613 Iteration 80F: 3 clusters Score -2359512 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34953 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -2359515.750000 Penalty: 716.453613 Iteration 81Q: 3 clusters Score -2359516 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34989 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -2359528.000000 Penalty: 716.453613 Iteration 82Q: 3 clusters Score -2359528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35021 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -2359528.000000 Penalty: 716.453613 Iteration 83Q: 3 clusters Score -2359528 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35062 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -2359527.500000 Penalty: 716.453613 Iteration 84Q: 3 clusters Score -2359528 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35108 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -2359529.750000 Penalty: 716.453613 Iteration 85Q: 3 clusters Score -2359530 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35159 members Mstep: Class 2 contains 16652 members Entering Unmasked Estep Score: -2359532.750000 Penalty: 716.453613 Iteration 86Q: 3 clusters Score -2359533 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35217 members Mstep: Class 2 contains 16594 members Entering Unmasked Estep Score: -2359538.000000 Penalty: 716.453613 Iteration 87Q: 3 clusters Score -2359538 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35274 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -2359545.500000 Penalty: 716.453613 Iteration 88Q: 3 clusters Score -2359546 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35333 members Mstep: Class 2 contains 16478 members Entering Unmasked Estep Score: -2359538.750000 Penalty: 716.453613 Iteration 89Q: 3 clusters Score -2359539 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35401 members Mstep: Class 2 contains 16410 members Entering Unmasked Estep Score: -2359537.500000 Penalty: 716.453613 Iteration 90Q: 3 clusters Score -2359538 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35466 members Mstep: Class 2 contains 16345 members Entering Unmasked Estep Score: -2359533.500000 Penalty: 716.453613 Iteration 91Q: 3 clusters Score -2359534 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35528 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -2359534.250000 Penalty: 716.453613 Iteration 92Q: 3 clusters Score -2359534 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35586 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -2359537.750000 Penalty: 716.453613 Iteration 93Q: 3 clusters Score -2359538 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35650 members Mstep: Class 2 contains 16161 members Entering Unmasked Estep Score: -2359546.000000 Penalty: 716.453613 Iteration 94Q: 3 clusters Score -2359546 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35717 members Mstep: Class 2 contains 16094 members Entering Unmasked Estep Score: -2359546.500000 Penalty: 716.453613 Iteration 95Q: 3 clusters Score -2359546 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35768 members Mstep: Class 2 contains 16043 members Entering Unmasked Estep Score: -2359543.750000 Penalty: 716.453613 Iteration 96Q: 3 clusters Score -2359544 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35823 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -2359556.500000 Penalty: 716.453613 Iteration 97Q: 3 clusters Score -2359556 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35867 members Mstep: Class 2 contains 15944 members Entering Unmasked Estep Score: -2359560.250000 Penalty: 716.453613 Iteration 98Q: 3 clusters Score -2359560 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35930 members Mstep: Class 2 contains 15881 members Entering Unmasked Estep Score: -2359560.750000 Penalty: 716.453613 Iteration 99Q: 3 clusters Score -2359561 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35990 members Mstep: Class 2 contains 15821 members Entering Unmasked Estep Score: -2359553.250000 Penalty: 716.453613 Iteration 100F: 3 clusters Score -2359553 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36055 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -2359556.750000 Penalty: 716.453613 Iteration 101Q: 3 clusters Score -2359557 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36125 members Mstep: Class 2 contains 15686 members Entering Unmasked Estep Score: -2359562.500000 Penalty: 716.453613 Iteration 102Q: 3 clusters Score -2359562 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36192 members Mstep: Class 2 contains 15619 members Entering Unmasked Estep Score: -2359556.500000 Penalty: 716.453613 Iteration 103Q: 3 clusters Score -2359556 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36253 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -2359560.750000 Penalty: 716.453613 Iteration 104Q: 3 clusters Score -2359561 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36324 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -2359560.500000 Penalty: 716.453613 Iteration 105Q: 3 clusters Score -2359560 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36407 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -2359554.750000 Penalty: 716.453613 Iteration 106Q: 3 clusters Score -2359555 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36481 members Mstep: Class 2 contains 15330 members Entering Unmasked Estep Score: -2359566.250000 Penalty: 716.453613 Iteration 107Q: 3 clusters Score -2359566 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36570 members Mstep: Class 2 contains 15241 members Entering Unmasked Estep Score: -2359569.750000 Penalty: 716.453613 Iteration 108Q: 3 clusters Score -2359570 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36658 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -2359577.250000 Penalty: 716.453613 Iteration 109Q: 3 clusters Score -2359577 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36750 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -2359574.750000 Penalty: 716.453613 Iteration 110Q: 3 clusters Score -2359575 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36827 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -2359587.250000 Penalty: 716.453613 Iteration 111Q: 3 clusters Score -2359587 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36908 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -2359587.500000 Penalty: 716.453613 Iteration 112Q: 3 clusters Score -2359588 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36995 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -2359597.750000 Penalty: 716.453613 Iteration 113Q: 3 clusters Score -2359598 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37100 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -2359596.750000 Penalty: 716.453613 Iteration 114Q: 3 clusters Score -2359597 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37203 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -2359604.750000 Penalty: 716.453613 Iteration 115Q: 3 clusters Score -2359605 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37289 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -2359610.000000 Penalty: 716.453613 Iteration 116Q: 3 clusters Score -2359610 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37372 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -2359621.250000 Penalty: 716.453613 Iteration 117Q: 3 clusters Score -2359621 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37450 members Mstep: Class 2 contains 14361 members Entering Unmasked Estep Score: -2359618.500000 Penalty: 716.453613 Iteration 118Q: 3 clusters Score -2359618 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37537 members Mstep: Class 2 contains 14274 members Entering Unmasked Estep Score: -2359616.000000 Penalty: 716.453613 Iteration 119Q: 3 clusters Score -2359616 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37601 members Mstep: Class 2 contains 14210 members Entering Unmasked Estep Score: -2359619.500000 Penalty: 716.453613 Iteration 120F: 3 clusters Score -2359620 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37669 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -2359621.750000 Penalty: 716.453613 Iteration 121Q: 3 clusters Score -2359622 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37751 members Mstep: Class 2 contains 14060 members Entering Unmasked Estep Score: -2359622.500000 Penalty: 716.453613 Iteration 122Q: 3 clusters Score -2359622 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37840 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -2359632.500000 Penalty: 716.453613 Iteration 123Q: 3 clusters Score -2359632 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37924 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -2359630.250000 Penalty: 716.453613 Iteration 124Q: 3 clusters Score -2359630 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38022 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -2359641.000000 Penalty: 716.453613 Iteration 125Q: 3 clusters Score -2359641 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38121 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -2359649.000000 Penalty: 716.453613 Iteration 126Q: 3 clusters Score -2359649 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38216 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -2359660.000000 Penalty: 716.453613 Iteration 127Q: 3 clusters Score -2359660 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38293 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -2359661.500000 Penalty: 716.453613 Iteration 128Q: 3 clusters Score -2359662 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38348 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -2359666.250000 Penalty: 716.453613 Iteration 129Q: 3 clusters Score -2359666 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38403 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -2359668.750000 Penalty: 716.453613 Iteration 130Q: 3 clusters Score -2359669 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38449 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -2359668.250000 Penalty: 716.453613 Iteration 131Q: 3 clusters Score -2359668 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38483 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -2359676.500000 Penalty: 716.453613 Iteration 132Q: 3 clusters Score -2359676 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38515 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -2359678.750000 Penalty: 716.453613 Iteration 133Q: 3 clusters Score -2359679 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38551 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -2359681.250000 Penalty: 716.453613 Iteration 134Q: 3 clusters Score -2359681 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38583 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -2359686.000000 Penalty: 716.453613 Iteration 135Q: 3 clusters Score -2359686 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38622 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -2359688.750000 Penalty: 716.453613 Iteration 136Q: 3 clusters Score -2359689 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38663 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -2359679.000000 Penalty: 716.453613 Iteration 137Q: 3 clusters Score -2359679 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38706 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -2359682.750000 Penalty: 716.453613 Iteration 138Q: 3 clusters Score -2359683 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38745 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -2359682.750000 Penalty: 716.453613 Iteration 139Q: 3 clusters Score -2359683 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38789 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -2359685.500000 Penalty: 716.453613 Iteration 140F: 3 clusters Score -2359686 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38822 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -2359689.000000 Penalty: 716.453613 Iteration 141Q: 3 clusters Score -2359689 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38861 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -2359682.000000 Penalty: 716.453613 Iteration 142Q: 3 clusters Score -2359682 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38903 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -2359689.750000 Penalty: 716.453613 Iteration 143Q: 3 clusters Score -2359690 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38940 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -2359694.250000 Penalty: 716.453613 Iteration 144Q: 3 clusters Score -2359694 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38977 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -2359699.500000 Penalty: 716.453613 Iteration 145Q: 3 clusters Score -2359700 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39011 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -2359693.000000 Penalty: 716.453613 Iteration 146Q: 3 clusters Score -2359693 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39059 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -2359699.000000 Penalty: 716.453613 Iteration 147Q: 3 clusters Score -2359699 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39114 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -2359702.750000 Penalty: 716.453613 Iteration 148Q: 3 clusters Score -2359703 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39174 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -2359703.500000 Penalty: 716.453613 Iteration 149Q: 3 clusters Score -2359704 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39235 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -2359716.750000 Penalty: 716.453613 Iteration 150Q: 3 clusters Score -2359717 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39307 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -2359719.750000 Penalty: 716.453613 Iteration 151Q: 3 clusters Score -2359720 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39396 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -2359733.750000 Penalty: 716.453613 Iteration 152Q: 3 clusters Score -2359734 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39487 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -2359740.750000 Penalty: 716.453613 Iteration 153Q: 3 clusters Score -2359741 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39591 members Mstep: Class 2 contains 12220 members Entering Unmasked Estep Score: -2359769.250000 Penalty: 716.453613 Iteration 154Q: 3 clusters Score -2359769 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39718 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -2359791.000000 Penalty: 716.453613 Iteration 155Q: 3 clusters Score -2359791 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39850 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -2359804.500000 Penalty: 716.453613 Iteration 156Q: 3 clusters Score -2359804 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39985 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -2359837.000000 Penalty: 716.453613 Iteration 157Q: 3 clusters Score -2359837 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40124 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -2359864.500000 Penalty: 716.453613 Iteration 158Q: 3 clusters Score -2359864 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40264 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -2359879.750000 Penalty: 716.453613 Iteration 159Q: 3 clusters Score -2359880 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40407 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -2359914.000000 Penalty: 716.453613 Iteration 160F: 3 clusters Score -2359914 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40558 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -2359932.250000 Penalty: 716.453613 Iteration 161Q: 3 clusters Score -2359932 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40717 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -2359970.750000 Penalty: 716.453613 Iteration 162Q: 3 clusters Score -2359971 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40875 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -2359997.500000 Penalty: 716.453613 Iteration 163Q: 3 clusters Score -2359998 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41004 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -2360032.000000 Penalty: 716.453613 Iteration 164Q: 3 clusters Score -2360032 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41145 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -2360057.250000 Penalty: 716.453613 Iteration 165Q: 3 clusters Score -2360057 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41300 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -2360112.500000 Penalty: 716.453613 Iteration 166Q: 3 clusters Score -2360112 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41453 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -2360143.750000 Penalty: 716.453613 Iteration 167Q: 3 clusters Score -2360144 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41598 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -2360183.750000 Penalty: 716.453613 Iteration 168Q: 3 clusters Score -2360184 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41752 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -2360203.250000 Penalty: 716.453613 Iteration 169Q: 3 clusters Score -2360203 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41905 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -2360246.500000 Penalty: 716.453613 Iteration 170Q: 3 clusters Score -2360246 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42060 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -2360316.000000 Penalty: 716.453613 Iteration 171Q: 3 clusters Score -2360316 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42236 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -2360387.500000 Penalty: 716.453613 Iteration 172Q: 3 clusters Score -2360388 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42434 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -2360455.250000 Penalty: 716.453613 Iteration 173Q: 3 clusters Score -2360455 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42626 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -2360571.750000 Penalty: 716.453613 Iteration 174Q: 3 clusters Score -2360572 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42826 members Mstep: Class 2 contains 8985 members Entering Unmasked Estep Score: -2360739.000000 Penalty: 716.453613 Iteration 175Q: 3 clusters Score -2360739 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43059 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -2360969.250000 Penalty: 716.453613 Iteration 176Q: 3 clusters Score -2360969 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43285 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -2361170.750000 Penalty: 716.453613 Iteration 177Q: 3 clusters Score -2361171 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43510 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -2361346.750000 Penalty: 716.453613 Iteration 178Q: 3 clusters Score -2361347 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43677 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -2361495.000000 Penalty: 716.453613 Iteration 179Q: 3 clusters Score -2361495 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43801 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -2361563.000000 Penalty: 716.453613 Iteration 180F: 3 clusters Score -2361563 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43908 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -2361578.000000 Penalty: 716.453613 Iteration 181Q: 3 clusters Score -2361578 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43983 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -2361589.250000 Penalty: 716.453613 Iteration 182Q: 3 clusters Score -2361589 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44041 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -2361586.500000 Penalty: 716.453613 Iteration 183Q: 3 clusters Score -2361586 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44090 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -2361588.250000 Penalty: 716.453613 Iteration 184Q: 3 clusters Score -2361588 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44122 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -2361588.250000 Penalty: 716.453613 Iteration 185Q: 3 clusters Score -2361588 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44147 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -2361589.500000 Penalty: 716.453613 Iteration 186Q: 3 clusters Score -2361590 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44164 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -2361593.000000 Penalty: 716.453613 Iteration 187Q: 3 clusters Score -2361593 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44175 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -2361599.250000 Penalty: 716.453613 Iteration 188Q: 3 clusters Score -2361599 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44182 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -2361595.750000 Penalty: 716.453613 Iteration 189Q: 3 clusters Score -2361596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44188 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -2361595.250000 Penalty: 716.453613 Iteration 190Q: 3 clusters Score -2361595 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44196 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -2361595.500000 Penalty: 716.453613 Iteration 191Q: 3 clusters Score -2361596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44203 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -2361592.250000 Penalty: 716.453613 Iteration 192Q: 3 clusters Score -2361592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44207 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -2361592.250000 Penalty: 716.453613 Iteration 193Q: 3 clusters Score -2361592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44209 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -2361594.250000 Penalty: 716.453613 Iteration 194Q: 3 clusters Score -2361594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2361594.250000 Penalty: 716.453613 Iteration 195Q: 3 clusters Score -2361594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2361594.250000 Penalty: 716.453613 Iteration 196F: 3 clusters Score -2361594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Entering Unmasked Estep Score: -18386076.000000 Penalty: 11580.389648 Splitting cluster 10 changes total score from -18364260.000000 to -18386076.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 11 (5691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Entering Unmasked Estep Score: -247406.796875 Penalty: 285.339142 Iteration 0F: 2 clusters Score -247406.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -243619.281250 Penalty: 570.678284 Iteration 0F: 3 clusters Score -243619.3 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -245460.125000 Penalty: 570.678284 Iteration 1F: 3 clusters Score -245460.1 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -245891.703125 Penalty: 570.678284 Iteration 2F: 3 clusters Score -245891.7 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -246359.500000 Penalty: 570.678284 Iteration 3F: 3 clusters Score -246359.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -246709.000000 Penalty: 570.678284 Iteration 4F: 3 clusters Score -246709 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -246896.359375 Penalty: 570.678284 Iteration 5Q: 3 clusters Score -246896.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -246995.015625 Penalty: 570.678284 Iteration 6Q: 3 clusters Score -246995 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -247056.312500 Penalty: 570.678284 Iteration 7Q: 3 clusters Score -247056.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -247099.140625 Penalty: 570.678284 Iteration 8Q: 3 clusters Score -247099.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -247118.812500 Penalty: 570.678284 Iteration 9Q: 3 clusters Score -247118.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -247133.765625 Penalty: 570.678284 Iteration 10Q: 3 clusters Score -247133.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -247143.375000 Penalty: 570.678284 Iteration 11Q: 3 clusters Score -247143.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -247146.265625 Penalty: 570.678284 Iteration 12Q: 3 clusters Score -247146.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -247147.656250 Penalty: 570.678284 Iteration 13Q: 3 clusters Score -247147.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -247149.234375 Penalty: 570.678284 Iteration 14Q: 3 clusters Score -247149.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -247151.000000 Penalty: 570.678284 Iteration 15Q: 3 clusters Score -247151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -247152.093750 Penalty: 570.678284 Iteration 16Q: 3 clusters Score -247152.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -247154.703125 Penalty: 570.678284 Iteration 17Q: 3 clusters Score -247154.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -247157.500000 Penalty: 570.678284 Iteration 18Q: 3 clusters Score -247157.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -247159.453125 Penalty: 570.678284 Iteration 19Q: 3 clusters Score -247159.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -247161.593750 Penalty: 570.678284 Iteration 20F: 3 clusters Score -247161.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -247163.000000 Penalty: 570.678284 Iteration 21Q: 3 clusters Score -247163 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -247163.609375 Penalty: 570.678284 Iteration 22Q: 3 clusters Score -247163.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -247163.609375 Penalty: 570.678284 Iteration 23F: 3 clusters Score -247163.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13925 members Entering Unmasked Estep Score: -539629.812500 Penalty: 314.867554 Iteration 0F: 2 clusters Score -539629.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -530407.062500 Penalty: 629.735107 Iteration 0F: 3 clusters Score -530407.1 nChanged 6639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -534631.500000 Penalty: 629.735107 Iteration 1F: 3 clusters Score -534631.5 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -535340.437500 Penalty: 629.735107 Iteration 2F: 3 clusters Score -535340.4 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -536281.687500 Penalty: 629.735107 Iteration 3F: 3 clusters Score -536281.7 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -537961.437500 Penalty: 629.735107 Iteration 4F: 3 clusters Score -537961.4 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -540879.625000 Penalty: 629.735107 Iteration 5F: 3 clusters Score -540879.6 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -542656.750000 Penalty: 629.735107 Iteration 6F: 3 clusters Score -542656.8 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -543896.000000 Penalty: 629.735107 Iteration 7F: 3 clusters Score -543896 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -545162.500000 Penalty: 629.735107 Iteration 8Q: 3 clusters Score -545162.5 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -545894.375000 Penalty: 629.735107 Iteration 9Q: 3 clusters Score -545894.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -546097.625000 Penalty: 629.735107 Iteration 10Q: 3 clusters Score -546097.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -546291.375000 Penalty: 629.735107 Iteration 11Q: 3 clusters Score -546291.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -546464.375000 Penalty: 629.735107 Iteration 12Q: 3 clusters Score -546464.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -546713.375000 Penalty: 629.735107 Iteration 13Q: 3 clusters Score -546713.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -546977.062500 Penalty: 629.735107 Iteration 14Q: 3 clusters Score -546977.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -546982.750000 Penalty: 629.735107 Iteration 15Q: 3 clusters Score -546982.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -546982.062500 Penalty: 629.735107 Iteration 16Q: 3 clusters Score -546982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -546982.187500 Penalty: 629.735107 Iteration 17Q: 3 clusters Score -546982.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -546982.875000 Penalty: 629.735107 Iteration 18Q: 3 clusters Score -546982.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -546984.125000 Penalty: 629.735107 Iteration 19F: 3 clusters Score -546984.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -546983.125000 Penalty: 629.735107 Iteration 20F: 3 clusters Score -546983.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 51575 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Entering Unmasked Estep Score: -18393328.000000 Penalty: 12009.292969 Splitting cluster 13 changes total score from -18364260.000000 to -18393328.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 14 (51575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51575 members Entering Unmasked Estep Score: -2251453.500000 Penalty: 358.076141 Iteration 0F: 2 clusters Score -2251454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -2216683.500000 Penalty: 716.152283 Iteration 0F: 3 clusters Score -2216684 nChanged 25067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29919 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -2233823.750000 Penalty: 716.152283 Iteration 1F: 3 clusters Score -2233824 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32637 members Mstep: Class 2 contains 18938 members Entering Unmasked Estep Score: -2236105.000000 Penalty: 716.152283 Iteration 2F: 3 clusters Score -2236105 nChanged 4024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36035 members Mstep: Class 2 contains 15540 members Entering Unmasked Estep Score: -2238987.750000 Penalty: 716.152283 Iteration 3F: 3 clusters Score -2238988 nChanged 4037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39744 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -2242177.500000 Penalty: 716.152283 Iteration 4F: 3 clusters Score -2242178 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43211 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -2245229.500000 Penalty: 716.152283 Iteration 5F: 3 clusters Score -2245230 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45904 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2247599.500000 Penalty: 716.152283 Iteration 6F: 3 clusters Score -2247600 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47772 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -2249182.750000 Penalty: 716.152283 Iteration 7Q: 3 clusters Score -2249183 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48947 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -2250240.000000 Penalty: 716.152283 Iteration 8Q: 3 clusters Score -2250240 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49665 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -2251244.750000 Penalty: 716.152283 Iteration 9Q: 3 clusters Score -2251245 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49886 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2252699.250000 Penalty: 716.152283 Iteration 10Q: 3 clusters Score -2252699 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49578 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -2253242.000000 Penalty: 716.152283 Iteration 11Q: 3 clusters Score -2253242 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49238 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -2253552.500000 Penalty: 716.152283 Iteration 12Q: 3 clusters Score -2253552 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48877 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -2253835.500000 Penalty: 716.152283 Iteration 13Q: 3 clusters Score -2253836 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48486 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -2254117.500000 Penalty: 716.152283 Iteration 14Q: 3 clusters Score -2254118 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48076 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -2254397.000000 Penalty: 716.152283 Iteration 15Q: 3 clusters Score -2254397 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47616 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -2254707.500000 Penalty: 716.152283 Iteration 16Q: 3 clusters Score -2254708 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47102 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -2255019.000000 Penalty: 716.152283 Iteration 17Q: 3 clusters Score -2255019 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46574 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -2255301.250000 Penalty: 716.152283 Iteration 18Q: 3 clusters Score -2255301 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46065 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -2255554.250000 Penalty: 716.152283 Iteration 19Q: 3 clusters Score -2255554 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45650 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2256174.000000 Penalty: 716.152283 Iteration 20F: 3 clusters Score -2256174 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44625 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -2256997.250000 Penalty: 716.152283 Iteration 21Q: 3 clusters Score -2256997 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43563 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -2257754.250000 Penalty: 716.152283 Iteration 22Q: 3 clusters Score -2257754 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42592 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -2258372.000000 Penalty: 716.152283 Iteration 23Q: 3 clusters Score -2258372 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41729 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -2258908.250000 Penalty: 716.152283 Iteration 24Q: 3 clusters Score -2258908 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41028 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -2259331.000000 Penalty: 716.152283 Iteration 25Q: 3 clusters Score -2259331 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40530 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -2259640.250000 Penalty: 716.152283 Iteration 26Q: 3 clusters Score -2259640 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40168 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -2259833.000000 Penalty: 716.152283 Iteration 27Q: 3 clusters Score -2259833 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39917 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -2259963.250000 Penalty: 716.152283 Iteration 28Q: 3 clusters Score -2259963 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39752 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -2260033.000000 Penalty: 716.152283 Iteration 29Q: 3 clusters Score -2260033 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39688 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -2260042.250000 Penalty: 716.152283 Iteration 30Q: 3 clusters Score -2260042 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39663 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -2260047.250000 Penalty: 716.152283 Iteration 31Q: 3 clusters Score -2260047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39658 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -2260045.750000 Penalty: 716.152283 Iteration 32Q: 3 clusters Score -2260046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39656 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -2260043.250000 Penalty: 716.152283 Iteration 33Q: 3 clusters Score -2260043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39655 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -2260042.250000 Penalty: 716.152283 Iteration 34Q: 3 clusters Score -2260042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39655 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -2260230.250000 Penalty: 716.152283 Iteration 35F: 3 clusters Score -2260230 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39356 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -2260514.500000 Penalty: 716.152283 Iteration 36Q: 3 clusters Score -2260514 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39086 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -2260751.000000 Penalty: 716.152283 Iteration 37Q: 3 clusters Score -2260751 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38853 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -2260971.250000 Penalty: 716.152283 Iteration 38Q: 3 clusters Score -2260971 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38642 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -2261231.750000 Penalty: 716.152283 Iteration 39Q: 3 clusters Score -2261232 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38409 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -2261561.000000 Penalty: 716.152283 Iteration 40F: 3 clusters Score -2261561 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38211 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -2261838.750000 Penalty: 716.152283 Iteration 41Q: 3 clusters Score -2261839 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38064 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -2262103.500000 Penalty: 716.152283 Iteration 42Q: 3 clusters Score -2262104 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37944 members Mstep: Class 2 contains 13631 members Entering Unmasked Estep Score: -2262353.250000 Penalty: 716.152283 Iteration 43Q: 3 clusters Score -2262353 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37872 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -2262466.750000 Penalty: 716.152283 Iteration 44Q: 3 clusters Score -2262467 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37852 members Mstep: Class 2 contains 13723 members Entering Unmasked Estep Score: -2262472.500000 Penalty: 716.152283 Iteration 45Q: 3 clusters Score -2262472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37848 members Mstep: Class 2 contains 13727 members Entering Unmasked Estep Score: -2262477.000000 Penalty: 716.152283 Iteration 46Q: 3 clusters Score -2262477 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37848 members Mstep: Class 2 contains 13727 members Entering Unmasked Estep Score: -2262577.000000 Penalty: 716.152283 Iteration 47F: 3 clusters Score -2262577 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37798 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -2262686.000000 Penalty: 716.152283 Iteration 48Q: 3 clusters Score -2262686 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37764 members Mstep: Class 2 contains 13811 members Entering Unmasked Estep Score: -2262770.000000 Penalty: 716.152283 Iteration 49Q: 3 clusters Score -2262770 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37745 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -2262790.750000 Penalty: 716.152283 Iteration 50Q: 3 clusters Score -2262791 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37742 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -2262781.000000 Penalty: 716.152283 Iteration 51Q: 3 clusters Score -2262781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37741 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -2262778.750000 Penalty: 716.152283 Iteration 52Q: 3 clusters Score -2262779 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37741 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -2262787.500000 Penalty: 716.152283 Iteration 53F: 3 clusters Score -2262788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37734 members Mstep: Class 2 contains 13841 members Entering Unmasked Estep Score: -2262800.500000 Penalty: 716.152283 Iteration 54Q: 3 clusters Score -2262800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37732 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -2262804.500000 Penalty: 716.152283 Iteration 55Q: 3 clusters Score -2262804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37731 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -2262802.000000 Penalty: 716.152283 Iteration 56Q: 3 clusters Score -2262802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37730 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -2262800.250000 Penalty: 716.152283 Iteration 57Q: 3 clusters Score -2262800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37730 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -2262800.250000 Penalty: 716.152283 Iteration 58F: 3 clusters Score -2262800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 96576 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Mstep: Class 29 contains 13845 members Entering Unmasked Estep Score: -18404590.000000 Penalty: 12438.196289 Splitting cluster 14 changes total score from -18364260.000000 to -18404590.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 15 (96576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96576 members Entering Unmasked Estep Score: -4390499.500000 Penalty: 378.776825 Iteration 0F: 2 clusters Score -4390500 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48273 members Mstep: Class 2 contains 48303 members Entering Unmasked Estep Score: -4324927.000000 Penalty: 757.553650 Iteration 0F: 3 clusters Score -4324927 nChanged 47352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47039 members Mstep: Class 2 contains 49537 members Entering Unmasked Estep Score: -4360621.500000 Penalty: 757.553650 Iteration 1F: 3 clusters Score -4360622 nChanged 8125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47444 members Mstep: Class 2 contains 49132 members Entering Unmasked Estep Score: -4368952.000000 Penalty: 757.553650 Iteration 2F: 3 clusters Score -4368952 nChanged 8039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48561 members Mstep: Class 2 contains 48015 members Entering Unmasked Estep Score: -4380987.500000 Penalty: 757.553650 Iteration 3F: 3 clusters Score -4380988 nChanged 7520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49861 members Mstep: Class 2 contains 46715 members Entering Unmasked Estep Score: -4397165.000000 Penalty: 757.553650 Iteration 4F: 3 clusters Score -4397165 nChanged 5341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50228 members Mstep: Class 2 contains 46348 members Entering Unmasked Estep Score: -4406662.500000 Penalty: 757.553650 Iteration 5F: 3 clusters Score -4406662 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50446 members Mstep: Class 2 contains 46130 members Entering Unmasked Estep Score: -4410860.000000 Penalty: 757.553650 Iteration 6Q: 3 clusters Score -4410860 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50681 members Mstep: Class 2 contains 45895 members Entering Unmasked Estep Score: -4412547.000000 Penalty: 757.553650 Iteration 7Q: 3 clusters Score -4412547 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50916 members Mstep: Class 2 contains 45660 members Entering Unmasked Estep Score: -4412972.000000 Penalty: 757.553650 Iteration 8Q: 3 clusters Score -4412972 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51106 members Mstep: Class 2 contains 45470 members Entering Unmasked Estep Score: -4413090.500000 Penalty: 757.553650 Iteration 9Q: 3 clusters Score -4413090 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51267 members Mstep: Class 2 contains 45309 members Entering Unmasked Estep Score: -4413108.000000 Penalty: 757.553650 Iteration 10Q: 3 clusters Score -4413108 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51404 members Mstep: Class 2 contains 45172 members Entering Unmasked Estep Score: -4413129.500000 Penalty: 757.553650 Iteration 11Q: 3 clusters Score -4413130 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51526 members Mstep: Class 2 contains 45050 members Entering Unmasked Estep Score: -4413146.500000 Penalty: 757.553650 Iteration 12Q: 3 clusters Score -4413146 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51636 members Mstep: Class 2 contains 44940 members Entering Unmasked Estep Score: -4413156.500000 Penalty: 757.553650 Iteration 13Q: 3 clusters Score -4413156 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51741 members Mstep: Class 2 contains 44835 members Entering Unmasked Estep Score: -4413166.000000 Penalty: 757.553650 Iteration 14Q: 3 clusters Score -4413166 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51834 members Mstep: Class 2 contains 44742 members Entering Unmasked Estep Score: -4413187.000000 Penalty: 757.553650 Iteration 15Q: 3 clusters Score -4413187 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51927 members Mstep: Class 2 contains 44649 members Entering Unmasked Estep Score: -4413188.000000 Penalty: 757.553650 Iteration 16Q: 3 clusters Score -4413188 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52018 members Mstep: Class 2 contains 44558 members Entering Unmasked Estep Score: -4413180.500000 Penalty: 757.553650 Iteration 17Q: 3 clusters Score -4413180 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52110 members Mstep: Class 2 contains 44466 members Entering Unmasked Estep Score: -4413189.000000 Penalty: 757.553650 Iteration 18Q: 3 clusters Score -4413189 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52212 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -4413206.500000 Penalty: 757.553650 Iteration 19Q: 3 clusters Score -4413206 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52326 members Mstep: Class 2 contains 44250 members Entering Unmasked Estep Score: -4413204.500000 Penalty: 757.553650 Iteration 20F: 3 clusters Score -4413204 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52445 members Mstep: Class 2 contains 44131 members Entering Unmasked Estep Score: -4413213.000000 Penalty: 757.553650 Iteration 21Q: 3 clusters Score -4413213 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52555 members Mstep: Class 2 contains 44021 members Entering Unmasked Estep Score: -4413223.000000 Penalty: 757.553650 Iteration 22Q: 3 clusters Score -4413223 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52672 members Mstep: Class 2 contains 43904 members Entering Unmasked Estep Score: -4413223.000000 Penalty: 757.553650 Iteration 23Q: 3 clusters Score -4413223 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52797 members Mstep: Class 2 contains 43779 members Entering Unmasked Estep Score: -4413239.500000 Penalty: 757.553650 Iteration 24Q: 3 clusters Score -4413240 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52932 members Mstep: Class 2 contains 43644 members Entering Unmasked Estep Score: -4413270.500000 Penalty: 757.553650 Iteration 25Q: 3 clusters Score -4413270 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53075 members Mstep: Class 2 contains 43501 members Entering Unmasked Estep Score: -4413314.500000 Penalty: 757.553650 Iteration 26Q: 3 clusters Score -4413314 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53214 members Mstep: Class 2 contains 43362 members Entering Unmasked Estep Score: -4413325.000000 Penalty: 757.553650 Iteration 27Q: 3 clusters Score -4413325 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53375 members Mstep: Class 2 contains 43201 members Entering Unmasked Estep Score: -4413349.500000 Penalty: 757.553650 Iteration 28Q: 3 clusters Score -4413350 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53560 members Mstep: Class 2 contains 43016 members Entering Unmasked Estep Score: -4413386.500000 Penalty: 757.553650 Iteration 29Q: 3 clusters Score -4413386 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53760 members Mstep: Class 2 contains 42816 members Entering Unmasked Estep Score: -4413453.500000 Penalty: 757.553650 Iteration 30Q: 3 clusters Score -4413454 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53979 members Mstep: Class 2 contains 42597 members Entering Unmasked Estep Score: -4413489.000000 Penalty: 757.553650 Iteration 31Q: 3 clusters Score -4413489 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54215 members Mstep: Class 2 contains 42361 members Entering Unmasked Estep Score: -4413537.000000 Penalty: 757.553650 Iteration 32Q: 3 clusters Score -4413537 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54455 members Mstep: Class 2 contains 42121 members Entering Unmasked Estep Score: -4413594.000000 Penalty: 757.553650 Iteration 33Q: 3 clusters Score -4413594 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54704 members Mstep: Class 2 contains 41872 members Entering Unmasked Estep Score: -4413669.500000 Penalty: 757.553650 Iteration 34Q: 3 clusters Score -4413670 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54971 members Mstep: Class 2 contains 41605 members Entering Unmasked Estep Score: -4413703.500000 Penalty: 757.553650 Iteration 35Q: 3 clusters Score -4413704 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55225 members Mstep: Class 2 contains 41351 members Entering Unmasked Estep Score: -4413772.000000 Penalty: 757.553650 Iteration 36Q: 3 clusters Score -4413772 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55465 members Mstep: Class 2 contains 41111 members Entering Unmasked Estep Score: -4413817.000000 Penalty: 757.553650 Iteration 37Q: 3 clusters Score -4413817 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55678 members Mstep: Class 2 contains 40898 members Entering Unmasked Estep Score: -4413869.500000 Penalty: 757.553650 Iteration 38Q: 3 clusters Score -4413870 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55867 members Mstep: Class 2 contains 40709 members Entering Unmasked Estep Score: -4413880.500000 Penalty: 757.553650 Iteration 39Q: 3 clusters Score -4413880 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56002 members Mstep: Class 2 contains 40574 members Entering Unmasked Estep Score: -4413885.500000 Penalty: 757.553650 Iteration 40F: 3 clusters Score -4413886 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56106 members Mstep: Class 2 contains 40470 members Entering Unmasked Estep Score: -4413884.500000 Penalty: 757.553650 Iteration 41Q: 3 clusters Score -4413884 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56191 members Mstep: Class 2 contains 40385 members Entering Unmasked Estep Score: -4413896.500000 Penalty: 757.553650 Iteration 42Q: 3 clusters Score -4413896 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56251 members Mstep: Class 2 contains 40325 members Entering Unmasked Estep Score: -4413914.500000 Penalty: 757.553650 Iteration 43Q: 3 clusters Score -4413914 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56294 members Mstep: Class 2 contains 40282 members Entering Unmasked Estep Score: -4413901.500000 Penalty: 757.553650 Iteration 44Q: 3 clusters Score -4413902 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56324 members Mstep: Class 2 contains 40252 members Entering Unmasked Estep Score: -4413900.000000 Penalty: 757.553650 Iteration 45Q: 3 clusters Score -4413900 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56344 members Mstep: Class 2 contains 40232 members Entering Unmasked Estep Score: -4413911.000000 Penalty: 757.553650 Iteration 46Q: 3 clusters Score -4413911 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56361 members Mstep: Class 2 contains 40215 members Entering Unmasked Estep Score: -4413911.500000 Penalty: 757.553650 Iteration 47Q: 3 clusters Score -4413912 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56370 members Mstep: Class 2 contains 40206 members Entering Unmasked Estep Score: -4413909.000000 Penalty: 757.553650 Iteration 48Q: 3 clusters Score -4413909 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56381 members Mstep: Class 2 contains 40195 members Entering Unmasked Estep Score: -4413903.500000 Penalty: 757.553650 Iteration 49Q: 3 clusters Score -4413904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56388 members Mstep: Class 2 contains 40188 members Entering Unmasked Estep Score: -4413904.500000 Penalty: 757.553650 Iteration 50Q: 3 clusters Score -4413904 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56390 members Mstep: Class 2 contains 40186 members Entering Unmasked Estep Score: -4413907.000000 Penalty: 757.553650 Iteration 51Q: 3 clusters Score -4413907 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56391 members Mstep: Class 2 contains 40185 members Entering Unmasked Estep Score: -4413907.500000 Penalty: 757.553650 Iteration 52Q: 3 clusters Score -4413908 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56392 members Mstep: Class 2 contains 40184 members Entering Unmasked Estep Score: -4413902.500000 Penalty: 757.553650 Iteration 53Q: 3 clusters Score -4413902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -4413901.500000 Penalty: 757.553650 Iteration 54Q: 3 clusters Score -4413902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -4413901.500000 Penalty: 757.553650 Iteration 55F: 3 clusters Score -4413902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 56393 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Mstep: Class 29 contains 13845 members Mstep: Class 30 contains 40183 members Entering Unmasked Estep Score: -18428262.000000 Penalty: 12867.099609 Splitting cluster 15 changes total score from -18364260.000000 to -18428262.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 16 (11726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11726 members Entering Unmasked Estep Score: -444420.187500 Penalty: 309.195618 Iteration 0F: 2 clusters Score -444420.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -436660.250000 Penalty: 618.391235 Iteration 0F: 3 clusters Score -436660.2 nChanged 5593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -441560.031250 Penalty: 618.391235 Iteration 1F: 3 clusters Score -441560 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -442845.937500 Penalty: 618.391235 Iteration 2F: 3 clusters Score -442845.9 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -443676.656250 Penalty: 618.391235 Iteration 3F: 3 clusters Score -443676.7 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -444264.281250 Penalty: 618.391235 Iteration 4F: 3 clusters Score -444264.3 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -444705.562500 Penalty: 618.391235 Iteration 5Q: 3 clusters Score -444705.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -445000.343750 Penalty: 618.391235 Iteration 6Q: 3 clusters Score -445000.3 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -445204.687500 Penalty: 618.391235 Iteration 7Q: 3 clusters Score -445204.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -445387.218750 Penalty: 618.391235 Iteration 8Q: 3 clusters Score -445387.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -445549.562500 Penalty: 618.391235 Iteration 9Q: 3 clusters Score -445549.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -445708.187500 Penalty: 618.391235 Iteration 10Q: 3 clusters Score -445708.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -445860.843750 Penalty: 618.391235 Iteration 11Q: 3 clusters Score -445860.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -445996.531250 Penalty: 618.391235 Iteration 12Q: 3 clusters Score -445996.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -446081.281250 Penalty: 618.391235 Iteration 13Q: 3 clusters Score -446081.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -446143.437500 Penalty: 618.391235 Iteration 14Q: 3 clusters Score -446143.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -446192.187500 Penalty: 618.391235 Iteration 15Q: 3 clusters Score -446192.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -446234.531250 Penalty: 618.391235 Iteration 16Q: 3 clusters Score -446234.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -446259.593750 Penalty: 618.391235 Iteration 17Q: 3 clusters Score -446259.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -446278.812500 Penalty: 618.391235 Iteration 18Q: 3 clusters Score -446278.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -446297.718750 Penalty: 618.391235 Iteration 19Q: 3 clusters Score -446297.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -446325.500000 Penalty: 618.391235 Iteration 20F: 3 clusters Score -446325.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -446346.312500 Penalty: 618.391235 Iteration 21Q: 3 clusters Score -446346.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -446357.656250 Penalty: 618.391235 Iteration 22Q: 3 clusters Score -446357.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -446369.718750 Penalty: 618.391235 Iteration 23Q: 3 clusters Score -446369.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -446381.781250 Penalty: 618.391235 Iteration 24Q: 3 clusters Score -446381.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -446393.406250 Penalty: 618.391235 Iteration 25Q: 3 clusters Score -446393.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -446401.500000 Penalty: 618.391235 Iteration 26Q: 3 clusters Score -446401.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -446407.656250 Penalty: 618.391235 Iteration 27Q: 3 clusters Score -446407.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -446412.187500 Penalty: 618.391235 Iteration 28Q: 3 clusters Score -446412.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -446419.062500 Penalty: 618.391235 Iteration 29Q: 3 clusters Score -446419.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -446427.250000 Penalty: 618.391235 Iteration 30Q: 3 clusters Score -446427.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 10122 members Entering Unmasked Estep Score: -446432.718750 Penalty: 618.391235 Iteration 31Q: 3 clusters Score -446432.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -446436.937500 Penalty: 618.391235 Iteration 32Q: 3 clusters Score -446436.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -446440.593750 Penalty: 618.391235 Iteration 33Q: 3 clusters Score -446440.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -446442.125000 Penalty: 618.391235 Iteration 34Q: 3 clusters Score -446442.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -446442.531250 Penalty: 618.391235 Iteration 35Q: 3 clusters Score -446442.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -446444.656250 Penalty: 618.391235 Iteration 36Q: 3 clusters Score -446444.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -446446.937500 Penalty: 618.391235 Iteration 37Q: 3 clusters Score -446446.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -446448.656250 Penalty: 618.391235 Iteration 38Q: 3 clusters Score -446448.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -446451.906250 Penalty: 618.391235 Iteration 39Q: 3 clusters Score -446451.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -446454.343750 Penalty: 618.391235 Iteration 40F: 3 clusters Score -446454.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -446455.562500 Penalty: 618.391235 Iteration 41Q: 3 clusters Score -446455.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -446456.531250 Penalty: 618.391235 Iteration 42Q: 3 clusters Score -446456.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -446457.343750 Penalty: 618.391235 Iteration 43Q: 3 clusters Score -446457.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -446458.468750 Penalty: 618.391235 Iteration 44Q: 3 clusters Score -446458.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 10333 members Entering Unmasked Estep Score: -446458.125000 Penalty: 618.391235 Iteration 45Q: 3 clusters Score -446458.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -446458.968750 Penalty: 618.391235 Iteration 46Q: 3 clusters Score -446459 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -446460.062500 Penalty: 618.391235 Iteration 47Q: 3 clusters Score -446460.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -446460.343750 Penalty: 618.391235 Iteration 48Q: 3 clusters Score -446460.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -446462.281250 Penalty: 618.391235 Iteration 49Q: 3 clusters Score -446462.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 10381 members Entering Unmasked Estep Score: -446465.968750 Penalty: 618.391235 Iteration 50Q: 3 clusters Score -446466 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -446468.875000 Penalty: 618.391235 Iteration 51Q: 3 clusters Score -446468.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -446474.406250 Penalty: 618.391235 Iteration 52Q: 3 clusters Score -446474.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -446476.968750 Penalty: 618.391235 Iteration 53Q: 3 clusters Score -446477 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -446482.031250 Penalty: 618.391235 Iteration 54Q: 3 clusters Score -446482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -446483.593750 Penalty: 618.391235 Iteration 55Q: 3 clusters Score -446483.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -446486.593750 Penalty: 618.391235 Iteration 56Q: 3 clusters Score -446486.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -446490.375000 Penalty: 618.391235 Iteration 57Q: 3 clusters Score -446490.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -446494.937500 Penalty: 618.391235 Iteration 58Q: 3 clusters Score -446494.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -446501.281250 Penalty: 618.391235 Iteration 59Q: 3 clusters Score -446501.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -446504.500000 Penalty: 618.391235 Iteration 60F: 3 clusters Score -446504.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -446509.562500 Penalty: 618.391235 Iteration 61Q: 3 clusters Score -446509.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -446512.218750 Penalty: 618.391235 Iteration 62Q: 3 clusters Score -446512.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -446515.250000 Penalty: 618.391235 Iteration 63Q: 3 clusters Score -446515.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -446516.718750 Penalty: 618.391235 Iteration 64Q: 3 clusters Score -446516.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -446518.437500 Penalty: 618.391235 Iteration 65Q: 3 clusters Score -446518.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -446518.906250 Penalty: 618.391235 Iteration 66Q: 3 clusters Score -446518.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 10696 members Entering Unmasked Estep Score: -446520.812500 Penalty: 618.391235 Iteration 67Q: 3 clusters Score -446520.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -446523.500000 Penalty: 618.391235 Iteration 68Q: 3 clusters Score -446523.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -446524.468750 Penalty: 618.391235 Iteration 69Q: 3 clusters Score -446524.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -446525.375000 Penalty: 618.391235 Iteration 70Q: 3 clusters Score -446525.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 10733 members Entering Unmasked Estep Score: -446526.125000 Penalty: 618.391235 Iteration 71Q: 3 clusters Score -446526.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -446527.187500 Penalty: 618.391235 Iteration 72Q: 3 clusters Score -446527.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -446527.906250 Penalty: 618.391235 Iteration 73Q: 3 clusters Score -446527.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -446528.500000 Penalty: 618.391235 Iteration 74Q: 3 clusters Score -446528.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -446528.156250 Penalty: 618.391235 Iteration 75Q: 3 clusters Score -446528.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -446528.593750 Penalty: 618.391235 Iteration 76Q: 3 clusters Score -446528.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -446528.656250 Penalty: 618.391235 Iteration 77Q: 3 clusters Score -446528.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -446529.812500 Penalty: 618.391235 Iteration 78Q: 3 clusters Score -446529.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -446529.468750 Penalty: 618.391235 Iteration 79Q: 3 clusters Score -446529.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -446529.468750 Penalty: 618.391235 Iteration 80F: 3 clusters Score -446529.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 56393 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 14410 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Mstep: Class 29 contains 13845 members Mstep: Class 30 contains 40183 members Mstep: Class 31 contains 10759 members Entering Unmasked Estep Score: -18430310.000000 Penalty: 13296.002930 Splitting cluster 16 changes total score from -18364260.000000 to -18430310.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 17 (14410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Entering Unmasked Estep Score: -590160.000000 Penalty: 315.997375 Iteration 0F: 2 clusters Score -590160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -580539.750000 Penalty: 631.994751 Iteration 0F: 3 clusters Score -580539.8 nChanged 6918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -584988.687500 Penalty: 631.994751 Iteration 1F: 3 clusters Score -584988.7 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -585629.125000 Penalty: 631.994751 Iteration 2F: 3 clusters Score -585629.1 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -586264.312500 Penalty: 631.994751 Iteration 3F: 3 clusters Score -586264.3 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -586893.625000 Penalty: 631.994751 Iteration 4F: 3 clusters Score -586893.6 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -587418.625000 Penalty: 631.994751 Iteration 5F: 3 clusters Score -587418.6 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -587776.187500 Penalty: 631.994751 Iteration 6F: 3 clusters Score -587776.2 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -587977.750000 Penalty: 631.994751 Iteration 7Q: 3 clusters Score -587977.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -588098.375000 Penalty: 631.994751 Iteration 8Q: 3 clusters Score -588098.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -588172.750000 Penalty: 631.994751 Iteration 9Q: 3 clusters Score -588172.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -588226.625000 Penalty: 631.994751 Iteration 10Q: 3 clusters Score -588226.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -588270.187500 Penalty: 631.994751 Iteration 11Q: 3 clusters Score -588270.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -588313.562500 Penalty: 631.994751 Iteration 12Q: 3 clusters Score -588313.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -588352.875000 Penalty: 631.994751 Iteration 13Q: 3 clusters Score -588352.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -588403.437500 Penalty: 631.994751 Iteration 14Q: 3 clusters Score -588403.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -588462.250000 Penalty: 631.994751 Iteration 15Q: 3 clusters Score -588462.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -588542.250000 Penalty: 631.994751 Iteration 16Q: 3 clusters Score -588542.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -588665.625000 Penalty: 631.994751 Iteration 17Q: 3 clusters Score -588665.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -588836.812500 Penalty: 631.994751 Iteration 18Q: 3 clusters Score -588836.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -589060.625000 Penalty: 631.994751 Iteration 19Q: 3 clusters Score -589060.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -589360.937500 Penalty: 631.994751 Iteration 20F: 3 clusters Score -589360.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -589677.187500 Penalty: 631.994751 Iteration 21Q: 3 clusters Score -589677.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -589974.312500 Penalty: 631.994751 Iteration 22Q: 3 clusters Score -589974.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -590163.187500 Penalty: 631.994751 Iteration 23Q: 3 clusters Score -590163.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -590239.187500 Penalty: 631.994751 Iteration 24Q: 3 clusters Score -590239.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -590273.187500 Penalty: 631.994751 Iteration 25Q: 3 clusters Score -590273.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -590290.062500 Penalty: 631.994751 Iteration 26Q: 3 clusters Score -590290.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -590304.250000 Penalty: 631.994751 Iteration 27Q: 3 clusters Score -590304.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -590314.687500 Penalty: 631.994751 Iteration 28Q: 3 clusters Score -590314.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -590323.875000 Penalty: 631.994751 Iteration 29Q: 3 clusters Score -590323.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -590336.312500 Penalty: 631.994751 Iteration 30Q: 3 clusters Score -590336.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -590343.937500 Penalty: 631.994751 Iteration 31Q: 3 clusters Score -590343.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -590353.437500 Penalty: 631.994751 Iteration 32Q: 3 clusters Score -590353.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -590362.062500 Penalty: 631.994751 Iteration 33Q: 3 clusters Score -590362.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -590372.562500 Penalty: 631.994751 Iteration 34Q: 3 clusters Score -590372.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -590383.562500 Penalty: 631.994751 Iteration 35Q: 3 clusters Score -590383.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -590389.437500 Penalty: 631.994751 Iteration 36Q: 3 clusters Score -590389.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -590397.562500 Penalty: 631.994751 Iteration 37Q: 3 clusters Score -590397.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -590402.937500 Penalty: 631.994751 Iteration 38Q: 3 clusters Score -590402.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -590407.187500 Penalty: 631.994751 Iteration 39Q: 3 clusters Score -590407.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -590412.062500 Penalty: 631.994751 Iteration 40F: 3 clusters Score -590412.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -590414.437500 Penalty: 631.994751 Iteration 41Q: 3 clusters Score -590414.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -590418.875000 Penalty: 631.994751 Iteration 42Q: 3 clusters Score -590418.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -590422.937500 Penalty: 631.994751 Iteration 43Q: 3 clusters Score -590422.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -590424.812500 Penalty: 631.994751 Iteration 44Q: 3 clusters Score -590424.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -590429.750000 Penalty: 631.994751 Iteration 45Q: 3 clusters Score -590429.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -590429.562500 Penalty: 631.994751 Iteration 46Q: 3 clusters Score -590429.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -590431.750000 Penalty: 631.994751 Iteration 47Q: 3 clusters Score -590431.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -590432.937500 Penalty: 631.994751 Iteration 48Q: 3 clusters Score -590432.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -590435.812500 Penalty: 631.994751 Iteration 49Q: 3 clusters Score -590435.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -590436.812500 Penalty: 631.994751 Iteration 50Q: 3 clusters Score -590436.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -590436.562500 Penalty: 631.994751 Iteration 51Q: 3 clusters Score -590436.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -590438.562500 Penalty: 631.994751 Iteration 52Q: 3 clusters Score -590438.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -590437.812500 Penalty: 631.994751 Iteration 53Q: 3 clusters Score -590437.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -590439.375000 Penalty: 631.994751 Iteration 54Q: 3 clusters Score -590439.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -590438.875000 Penalty: 631.994751 Iteration 55Q: 3 clusters Score -590438.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -590439.125000 Penalty: 631.994751 Iteration 56Q: 3 clusters Score -590439.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -590439.000000 Penalty: 631.994751 Iteration 57Q: 3 clusters Score -590439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -590440.812500 Penalty: 631.994751 Iteration 58Q: 3 clusters Score -590440.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12262 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -590440.687500 Penalty: 631.994751 Iteration 59Q: 3 clusters Score -590440.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -590440.312500 Penalty: 631.994751 Iteration 60F: 3 clusters Score -590440.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -590439.000000 Penalty: 631.994751 Iteration 61Q: 3 clusters Score -590439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -590439.000000 Penalty: 631.994751 Iteration 62F: 3 clusters Score -590439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 56393 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 12268 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 29167 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Mstep: Class 29 contains 13845 members Mstep: Class 30 contains 40183 members Mstep: Class 31 contains 10759 members Mstep: Class 32 contains 2142 members Entering Unmasked Estep Score: -18430478.000000 Penalty: 13724.906250 Splitting cluster 17 changes total score from -18364260.000000 to -18430478.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 18 (2538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Entering Unmasked Estep Score: -93950.664062 Penalty: 258.691345 Iteration 0F: 2 clusters Score -93950.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -92211.039062 Penalty: 517.382690 Iteration 0F: 3 clusters Score -92211.04 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -92909.296875 Penalty: 517.382690 Iteration 1F: 3 clusters Score -92909.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -92997.687500 Penalty: 517.382690 Iteration 2F: 3 clusters Score -92997.69 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -93053.859375 Penalty: 517.382690 Iteration 3F: 3 clusters Score -93053.86 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -93088.835938 Penalty: 517.382690 Iteration 4Q: 3 clusters Score -93088.84 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -93116.656250 Penalty: 517.382690 Iteration 5Q: 3 clusters Score -93116.66 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -93143.703125 Penalty: 517.382690 Iteration 6Q: 3 clusters Score -93143.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -93180.523438 Penalty: 517.382690 Iteration 7Q: 3 clusters Score -93180.52 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -93231.007812 Penalty: 517.382690 Iteration 8Q: 3 clusters Score -93231.01 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -93283.281250 Penalty: 517.382690 Iteration 9Q: 3 clusters Score -93283.28 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -93327.929688 Penalty: 517.382690 Iteration 10Q: 3 clusters Score -93327.93 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -93362.437500 Penalty: 517.382690 Iteration 11Q: 3 clusters Score -93362.44 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -93388.062500 Penalty: 517.382690 Iteration 12Q: 3 clusters Score -93388.06 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -93409.648438 Penalty: 517.382690 Iteration 13Q: 3 clusters Score -93409.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -93419.937500 Penalty: 517.382690 Iteration 14Q: 3 clusters Score -93419.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -93423.164062 Penalty: 517.382690 Iteration 15Q: 3 clusters Score -93423.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -93425.664062 Penalty: 517.382690 Iteration 16Q: 3 clusters Score -93425.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -93427.812500 Penalty: 517.382690 Iteration 17Q: 3 clusters Score -93427.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -93430.289062 Penalty: 517.382690 Iteration 18Q: 3 clusters Score -93430.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -93430.679688 Penalty: 517.382690 Iteration 19Q: 3 clusters Score -93430.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -93431.843750 Penalty: 517.382690 Iteration 20F: 3 clusters Score -93431.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -93432.976562 Penalty: 517.382690 Iteration 21Q: 3 clusters Score -93432.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -93434.976562 Penalty: 517.382690 Iteration 22Q: 3 clusters Score -93434.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -93437.000000 Penalty: 517.382690 Iteration 23Q: 3 clusters Score -93437 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -93439.328125 Penalty: 517.382690 Iteration 24Q: 3 clusters Score -93439.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -93442.828125 Penalty: 517.382690 Iteration 25Q: 3 clusters Score -93442.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -93445.335938 Penalty: 517.382690 Iteration 26Q: 3 clusters Score -93445.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -93447.000000 Penalty: 517.382690 Iteration 27Q: 3 clusters Score -93447 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -93447.531250 Penalty: 517.382690 Iteration 28Q: 3 clusters Score -93447.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -93447.648438 Penalty: 517.382690 Iteration 29Q: 3 clusters Score -93447.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -93447.671875 Penalty: 517.382690 Iteration 30Q: 3 clusters Score -93447.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -93447.679688 Penalty: 517.382690 Iteration 31Q: 3 clusters Score -93447.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -93447.679688 Penalty: 517.382690 Iteration 32F: 3 clusters Score -93447.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (29167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29167 members Entering Unmasked Estep Score: -1302171.500000 Penalty: 339.266174 Iteration 0F: 2 clusters Score -1302172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14705 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -1282464.625000 Penalty: 678.532349 Iteration 0F: 3 clusters Score -1282465 nChanged 14223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -1291782.375000 Penalty: 678.532349 Iteration 1F: 3 clusters Score -1291782 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -1293725.000000 Penalty: 678.532349 Iteration 2F: 3 clusters Score -1293725 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1296202.000000 Penalty: 678.532349 Iteration 3F: 3 clusters Score -1296202 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1298434.250000 Penalty: 678.532349 Iteration 4F: 3 clusters Score -1298434 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1300095.500000 Penalty: 678.532349 Iteration 5F: 3 clusters Score -1300096 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27079 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1301247.375000 Penalty: 678.532349 Iteration 6Q: 3 clusters Score -1301247 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27237 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1301858.250000 Penalty: 678.532349 Iteration 7Q: 3 clusters Score -1301858 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27163 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1302171.375000 Penalty: 678.532349 Iteration 8Q: 3 clusters Score -1302171 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27057 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1302297.500000 Penalty: 678.532349 Iteration 9Q: 3 clusters Score -1302298 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26975 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1302358.500000 Penalty: 678.532349 Iteration 10Q: 3 clusters Score -1302358 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26913 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1302396.875000 Penalty: 678.532349 Iteration 11Q: 3 clusters Score -1302397 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26863 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1302430.750000 Penalty: 678.532349 Iteration 12Q: 3 clusters Score -1302431 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1302447.250000 Penalty: 678.532349 Iteration 13Q: 3 clusters Score -1302447 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26764 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1302456.250000 Penalty: 678.532349 Iteration 14Q: 3 clusters Score -1302456 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26718 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1302467.250000 Penalty: 678.532349 Iteration 15Q: 3 clusters Score -1302467 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26656 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1302479.125000 Penalty: 678.532349 Iteration 16Q: 3 clusters Score -1302479 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26594 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1302491.125000 Penalty: 678.532349 Iteration 17Q: 3 clusters Score -1302491 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26539 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1302495.875000 Penalty: 678.532349 Iteration 18Q: 3 clusters Score -1302496 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26486 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1302505.750000 Penalty: 678.532349 Iteration 19Q: 3 clusters Score -1302506 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26420 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -1302515.375000 Penalty: 678.532349 Iteration 20F: 3 clusters Score -1302515 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1302531.375000 Penalty: 678.532349 Iteration 21Q: 3 clusters Score -1302531 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26272 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1302541.625000 Penalty: 678.532349 Iteration 22Q: 3 clusters Score -1302542 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1302549.625000 Penalty: 678.532349 Iteration 23Q: 3 clusters Score -1302550 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26151 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -1302556.375000 Penalty: 678.532349 Iteration 24Q: 3 clusters Score -1302556 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26086 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1302565.625000 Penalty: 678.532349 Iteration 25Q: 3 clusters Score -1302566 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1302572.625000 Penalty: 678.532349 Iteration 26Q: 3 clusters Score -1302573 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26002 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1302573.750000 Penalty: 678.532349 Iteration 27Q: 3 clusters Score -1302574 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1302579.750000 Penalty: 678.532349 Iteration 28Q: 3 clusters Score -1302580 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25916 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1302583.250000 Penalty: 678.532349 Iteration 29Q: 3 clusters Score -1302583 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25869 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -1302583.125000 Penalty: 678.532349 Iteration 30Q: 3 clusters Score -1302583 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25828 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1302583.875000 Penalty: 678.532349 Iteration 31Q: 3 clusters Score -1302584 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25789 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1302587.500000 Penalty: 678.532349 Iteration 32Q: 3 clusters Score -1302588 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1302592.750000 Penalty: 678.532349 Iteration 33Q: 3 clusters Score -1302593 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25702 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1302601.625000 Penalty: 678.532349 Iteration 34Q: 3 clusters Score -1302602 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25656 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1302601.875000 Penalty: 678.532349 Iteration 35Q: 3 clusters Score -1302602 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1302615.500000 Penalty: 678.532349 Iteration 36Q: 3 clusters Score -1302616 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25534 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1302626.000000 Penalty: 678.532349 Iteration 37Q: 3 clusters Score -1302626 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25462 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1302636.875000 Penalty: 678.532349 Iteration 38Q: 3 clusters Score -1302637 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25391 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1302646.750000 Penalty: 678.532349 Iteration 39Q: 3 clusters Score -1302647 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25313 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1302653.750000 Penalty: 678.532349 Iteration 40F: 3 clusters Score -1302654 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25246 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1302658.375000 Penalty: 678.532349 Iteration 41Q: 3 clusters Score -1302658 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25171 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1302673.250000 Penalty: 678.532349 Iteration 42Q: 3 clusters Score -1302673 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25095 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1302688.125000 Penalty: 678.532349 Iteration 43Q: 3 clusters Score -1302688 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25012 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1302707.125000 Penalty: 678.532349 Iteration 44Q: 3 clusters Score -1302707 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24914 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1302727.375000 Penalty: 678.532349 Iteration 45Q: 3 clusters Score -1302727 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24804 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1302746.375000 Penalty: 678.532349 Iteration 46Q: 3 clusters Score -1302746 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24701 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1302765.750000 Penalty: 678.532349 Iteration 47Q: 3 clusters Score -1302766 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24606 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1302781.625000 Penalty: 678.532349 Iteration 48Q: 3 clusters Score -1302782 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24514 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1302791.625000 Penalty: 678.532349 Iteration 49Q: 3 clusters Score -1302792 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24405 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1302814.875000 Penalty: 678.532349 Iteration 50Q: 3 clusters Score -1302815 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24276 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1302835.875000 Penalty: 678.532349 Iteration 51Q: 3 clusters Score -1302836 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1302862.375000 Penalty: 678.532349 Iteration 52Q: 3 clusters Score -1302862 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24003 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1302895.625000 Penalty: 678.532349 Iteration 53Q: 3 clusters Score -1302896 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23834 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1302946.375000 Penalty: 678.532349 Iteration 54Q: 3 clusters Score -1302946 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1302999.625000 Penalty: 678.532349 Iteration 55Q: 3 clusters Score -1303000 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -1303063.625000 Penalty: 678.532349 Iteration 56Q: 3 clusters Score -1303064 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23213 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -1303138.500000 Penalty: 678.532349 Iteration 57Q: 3 clusters Score -1303138 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22914 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1303262.125000 Penalty: 678.532349 Iteration 58Q: 3 clusters Score -1303262 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22618 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -1303387.000000 Penalty: 678.532349 Iteration 59Q: 3 clusters Score -1303387 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22263 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1303604.875000 Penalty: 678.532349 Iteration 60F: 3 clusters Score -1303605 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21843 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1303924.375000 Penalty: 678.532349 Iteration 61Q: 3 clusters Score -1303924 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21312 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -1304513.000000 Penalty: 678.532349 Iteration 62Q: 3 clusters Score -1304513 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20595 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -1305608.500000 Penalty: 678.532349 Iteration 63Q: 3 clusters Score -1305608 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19767 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1307386.375000 Penalty: 678.532349 Iteration 64Q: 3 clusters Score -1307386 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -1308782.250000 Penalty: 678.532349 Iteration 65Q: 3 clusters Score -1308782 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -1309329.750000 Penalty: 678.532349 Iteration 66Q: 3 clusters Score -1309330 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -1309562.625000 Penalty: 678.532349 Iteration 67Q: 3 clusters Score -1309563 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18159 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1309690.875000 Penalty: 678.532349 Iteration 68Q: 3 clusters Score -1309691 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17985 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -1309792.250000 Penalty: 678.532349 Iteration 69Q: 3 clusters Score -1309792 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17844 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1309841.000000 Penalty: 678.532349 Iteration 70Q: 3 clusters Score -1309841 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17756 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -1309870.125000 Penalty: 678.532349 Iteration 71Q: 3 clusters Score -1309870 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1309886.750000 Penalty: 678.532349 Iteration 72Q: 3 clusters Score -1309887 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -1309893.500000 Penalty: 678.532349 Iteration 73Q: 3 clusters Score -1309894 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -1309899.250000 Penalty: 678.532349 Iteration 74Q: 3 clusters Score -1309899 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17505 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1309902.250000 Penalty: 678.532349 Iteration 75Q: 3 clusters Score -1309902 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -1309903.500000 Penalty: 678.532349 Iteration 76Q: 3 clusters Score -1309904 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17442 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -1309904.625000 Penalty: 678.532349 Iteration 77Q: 3 clusters Score -1309905 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17421 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -1309911.375000 Penalty: 678.532349 Iteration 78Q: 3 clusters Score -1309911 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -1309911.875000 Penalty: 678.532349 Iteration 79Q: 3 clusters Score -1309912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -1309920.500000 Penalty: 678.532349 Iteration 80F: 3 clusters Score -1309920 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17363 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -1309922.500000 Penalty: 678.532349 Iteration 81Q: 3 clusters Score -1309922 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1309923.500000 Penalty: 678.532349 Iteration 82Q: 3 clusters Score -1309924 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17333 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1309923.000000 Penalty: 678.532349 Iteration 83Q: 3 clusters Score -1309923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17326 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1309923.250000 Penalty: 678.532349 Iteration 84Q: 3 clusters Score -1309923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 11847 members Entering Unmasked Estep Score: -1309923.500000 Penalty: 678.532349 Iteration 85Q: 3 clusters Score -1309924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17315 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1309924.750000 Penalty: 678.532349 Iteration 86Q: 3 clusters Score -1309925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17311 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -1309925.750000 Penalty: 678.532349 Iteration 87Q: 3 clusters Score -1309926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -1309926.125000 Penalty: 678.532349 Iteration 88Q: 3 clusters Score -1309926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17306 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1309924.375000 Penalty: 678.532349 Iteration 89Q: 3 clusters Score -1309924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17301 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -1309922.750000 Penalty: 678.532349 Iteration 90Q: 3 clusters Score -1309923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17299 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -1309923.125000 Penalty: 678.532349 Iteration 91Q: 3 clusters Score -1309923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17296 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -1309922.625000 Penalty: 678.532349 Iteration 92Q: 3 clusters Score -1309923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -1309922.250000 Penalty: 678.532349 Iteration 93Q: 3 clusters Score -1309922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -1309922.250000 Penalty: 678.532349 Iteration 94F: 3 clusters Score -1309922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 12 contains 11406 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 56393 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 12268 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 17295 members Mstep: Class 21 contains 23534 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 1087 members Mstep: Class 24 contains 16411 members Mstep: Class 25 contains 2738 members Mstep: Class 26 contains 30185 members Mstep: Class 27 contains 7601 members Mstep: Class 28 contains 4751 members Mstep: Class 29 contains 13845 members Mstep: Class 30 contains 40183 members Mstep: Class 31 contains 10759 members Mstep: Class 32 contains 2142 members Mstep: Class 33 contains 11872 members Entering Unmasked Estep Score: -18438122.000000 Penalty: 14153.809570 Splitting cluster 20 changes total score from -18364260.000000 to -18438122.000000 So it's getting split into cluster 33. Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 23456 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 2725 members Mstep: Class 4 contains 32672 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 2897 members Mstep: Class 8 contains 357 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 44210 members Mstep: Class 11 contains 5691 members Mstep: Class 13 contains 9174 members Mstep: Class 14 contains 37730 members Mstep: Class 15 contains 56393 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 12268 members Mstep: Class 18 contains 2538 members Mstep: Class 20 contains 17295 members Entering Unmasked Estep ConsiderDeletion Score: -18453088.000000 Penalty: 14153.809570 Iteration 39Q: 34 clusters Score -1.845309e+07 nChanged 17992 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 3779 members Mstep: Class 3 contains 3142 members Mstep: Class 4 contains 33182 members Mstep: Class 5 contains 1658 members Mstep: Class 6 contains 493 members Mstep: Class 7 contains 3297 members Mstep: Class 8 contains 700 members Mstep: Class 9 contains 6554 members Mstep: Class 10 contains 43575 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 10746 members Mstep: Class 13 contains 10150 members Mstep: Class 14 contains 37383 members Mstep: Class 15 contains 55774 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 12535 members Mstep: Class 18 contains 2757 members Mstep: Class 19 contains 4976 members Mstep: Class 20 contains 18099 members Mstep: Class 21 contains 23622 members Mstep: Class 22 contains 203 members Mstep: Class 23 contains 1228 members Mstep: Class 24 contains 15609 members Mstep: Class 25 contains 2375 members Mstep: Class 26 contains 29986 members Mstep: Class 27 contains 7292 members Mstep: Class 28 contains 4183 members Mstep: Class 29 contains 13762 members Mstep: Class 30 contains 40475 members Mstep: Class 31 contains 9541 members Mstep: Class 32 contains 2233 members Mstep: Class 33 contains 11831 members Entering Unmasked Estep ConsiderDeletion Score: -18465006.000000 Penalty: 14153.809570 Iteration 40F: 34 clusters Score -1.846501e+07 nChanged 12278 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 23184 members Mstep: Class 2 contains 3675 members Mstep: Class 3 contains 3406 members Mstep: Class 4 contains 33168 members Mstep: Class 5 contains 1623 members Mstep: Class 6 contains 504 members Mstep: Class 7 contains 3561 members Mstep: Class 8 contains 1042 members Mstep: Class 9 contains 6657 members Mstep: Class 10 contains 43054 members Mstep: Class 11 contains 4944 members Mstep: Class 12 contains 10304 members Mstep: Class 13 contains 11006 members Mstep: Class 14 contains 36953 members Mstep: Class 15 contains 54801 members Mstep: Class 16 contains 1065 members Mstep: Class 17 contains 12181 members Mstep: Class 18 contains 2726 members Mstep: Class 19 contains 5526 members Mstep: Class 20 contains 18052 members Mstep: Class 21 contains 24107 members Mstep: Class 22 contains 229 members Mstep: Class 23 contains 1311 members Mstep: Class 24 contains 16306 members Mstep: Class 25 contains 2107 members Mstep: Class 26 contains 29895 members Mstep: Class 27 contains 7155 members Mstep: Class 28 contains 4042 members Mstep: Class 29 contains 13746 members Mstep: Class 30 contains 40566 members Mstep: Class 31 contains 8992 members Mstep: Class 32 contains 2495 members Mstep: Class 33 contains 12708 members Entering Unmasked Estep ConsiderDeletion Score: -18470580.000000 Penalty: 14153.809570 Iteration 41Q: 34 clusters Score -1.847058e+07 nChanged 8400 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 22919 members Mstep: Class 2 contains 3551 members Mstep: Class 3 contains 3694 members Mstep: Class 4 contains 33175 members Mstep: Class 5 contains 1667 members Mstep: Class 6 contains 520 members Mstep: Class 7 contains 3853 members Mstep: Class 8 contains 1328 members Mstep: Class 9 contains 6627 members Mstep: Class 10 contains 42692 members Mstep: Class 11 contains 4719 members Mstep: Class 12 contains 9677 members Mstep: Class 13 contains 11694 members Mstep: Class 14 contains 36629 members Mstep: Class 15 contains 54107 members Mstep: Class 16 contains 961 members Mstep: Class 17 contains 11907 members Mstep: Class 18 contains 2755 members Mstep: Class 19 contains 6065 members Mstep: Class 20 contains 17854 members Mstep: Class 21 contains 24503 members Mstep: Class 22 contains 225 members Mstep: Class 23 contains 1358 members Mstep: Class 24 contains 16753 members Mstep: Class 25 contains 1866 members Mstep: Class 26 contains 29891 members Mstep: Class 27 contains 7023 members Mstep: Class 28 contains 3896 members Mstep: Class 29 contains 13737 members Mstep: Class 30 contains 40624 members Mstep: Class 31 contains 8525 members Mstep: Class 32 contains 2755 members Mstep: Class 33 contains 13544 members Entering Unmasked Estep ConsiderDeletion Score: -18474402.000000 Penalty: 14153.809570 Iteration 42Q: 34 clusters Score -1.84744e+07 nChanged 6807 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 22590 members Mstep: Class 2 contains 3463 members Mstep: Class 3 contains 3983 members Mstep: Class 4 contains 33002 members Mstep: Class 5 contains 1749 members Mstep: Class 6 contains 527 members Mstep: Class 7 contains 4156 members Mstep: Class 8 contains 1508 members Mstep: Class 9 contains 6573 members Mstep: Class 10 contains 42424 members Mstep: Class 11 contains 4572 members Mstep: Class 12 contains 8933 members Mstep: Class 13 contains 12194 members Mstep: Class 14 contains 36370 members Mstep: Class 15 contains 53510 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 11656 members Mstep: Class 18 contains 2780 members Mstep: Class 19 contains 6609 members Mstep: Class 20 contains 17959 members Mstep: Class 21 contains 24788 members Mstep: Class 22 contains 227 members Mstep: Class 23 contains 1397 members Mstep: Class 24 contains 17110 members Mstep: Class 25 contains 1694 members Mstep: Class 26 contains 29905 members Mstep: Class 27 contains 6910 members Mstep: Class 28 contains 3767 members Mstep: Class 29 contains 13717 members Mstep: Class 30 contains 40648 members Mstep: Class 31 contains 8149 members Mstep: Class 32 contains 3003 members Mstep: Class 33 contains 14352 members Entering Unmasked Estep ConsiderDeletion Score: -18477172.000000 Penalty: 14153.809570 Iteration 43Q: 34 clusters Score -1.847717e+07 nChanged 5941 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 3371 members Mstep: Class 3 contains 4303 members Mstep: Class 4 contains 32713 members Mstep: Class 5 contains 1857 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 4430 members Mstep: Class 8 contains 1618 members Mstep: Class 9 contains 6499 members Mstep: Class 10 contains 42169 members Mstep: Class 11 contains 4442 members Mstep: Class 12 contains 8114 members Mstep: Class 13 contains 12570 members Mstep: Class 14 contains 36196 members Mstep: Class 15 contains 53059 members Mstep: Class 16 contains 807 members Mstep: Class 17 contains 11385 members Mstep: Class 18 contains 2774 members Mstep: Class 19 contains 7148 members Mstep: Class 20 contains 18286 members Mstep: Class 21 contains 25016 members Mstep: Class 22 contains 226 members Mstep: Class 23 contains 1419 members Mstep: Class 24 contains 17414 members Mstep: Class 25 contains 1549 members Mstep: Class 26 contains 29938 members Mstep: Class 27 contains 6795 members Mstep: Class 28 contains 3709 members Mstep: Class 29 contains 13691 members Mstep: Class 30 contains 40638 members Mstep: Class 31 contains 7864 members Mstep: Class 32 contains 3219 members Mstep: Class 33 contains 15136 members Entering Unmasked Estep ConsiderDeletion Score: -18479418.000000 Penalty: 14153.809570 Iteration 44Q: 34 clusters Score -1.847942e+07 nChanged 5217 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 21821 members Mstep: Class 2 contains 3268 members Mstep: Class 3 contains 4608 members Mstep: Class 4 contains 32508 members Mstep: Class 5 contains 1942 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 4648 members Mstep: Class 8 contains 1698 members Mstep: Class 9 contains 6428 members Mstep: Class 10 contains 41934 members Mstep: Class 11 contains 4316 members Mstep: Class 12 contains 7342 members Mstep: Class 13 contains 12915 members Mstep: Class 14 contains 36050 members Mstep: Class 15 contains 52716 members Mstep: Class 16 contains 766 members Mstep: Class 17 contains 11094 members Mstep: Class 18 contains 2741 members Mstep: Class 19 contains 7670 members Mstep: Class 20 contains 18610 members Mstep: Class 21 contains 25183 members Mstep: Class 22 contains 227 members Mstep: Class 23 contains 1432 members Mstep: Class 24 contains 17694 members Mstep: Class 25 contains 1452 members Mstep: Class 26 contains 29971 members Mstep: Class 27 contains 6698 members Mstep: Class 28 contains 3686 members Mstep: Class 29 contains 13670 members Mstep: Class 30 contains 40623 members Mstep: Class 31 contains 7641 members Mstep: Class 32 contains 3395 members Mstep: Class 33 contains 15804 members Entering Unmasked Estep ConsiderDeletion Score: -18480958.000000 Penalty: 14153.809570 Iteration 45Q: 34 clusters Score -1.848096e+07 nChanged 4721 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 21444 members Mstep: Class 2 contains 3180 members Mstep: Class 3 contains 4886 members Mstep: Class 4 contains 32325 members Mstep: Class 5 contains 2033 members Mstep: Class 6 contains 548 members Mstep: Class 7 contains 4841 members Mstep: Class 8 contains 1758 members Mstep: Class 9 contains 6341 members Mstep: Class 10 contains 41705 members Mstep: Class 11 contains 4175 members Mstep: Class 12 contains 6656 members Mstep: Class 13 contains 13245 members Mstep: Class 14 contains 35882 members Mstep: Class 15 contains 52459 members Mstep: Class 16 contains 727 members Mstep: Class 17 contains 10833 members Mstep: Class 18 contains 2693 members Mstep: Class 19 contains 8199 members Mstep: Class 20 contains 18861 members Mstep: Class 21 contains 25347 members Mstep: Class 22 contains 234 members Mstep: Class 23 contains 1447 members Mstep: Class 24 contains 17930 members Mstep: Class 25 contains 1383 members Mstep: Class 26 contains 30010 members Mstep: Class 27 contains 6605 members Mstep: Class 28 contains 3651 members Mstep: Class 29 contains 13663 members Mstep: Class 30 contains 40605 members Mstep: Class 31 contains 7463 members Mstep: Class 32 contains 3594 members Mstep: Class 33 contains 16373 members Entering Unmasked Estep ConsiderDeletion Score: -18482418.000000 Penalty: 14153.809570 Iteration 46Q: 34 clusters Score -1.848242e+07 nChanged 4343 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 3109 members Mstep: Class 3 contains 5142 members Mstep: Class 4 contains 32155 members Mstep: Class 5 contains 2095 members Mstep: Class 6 contains 557 members Mstep: Class 7 contains 5018 members Mstep: Class 8 contains 1797 members Mstep: Class 9 contains 6213 members Mstep: Class 10 contains 41477 members Mstep: Class 11 contains 4020 members Mstep: Class 12 contains 6047 members Mstep: Class 13 contains 13552 members Mstep: Class 14 contains 35759 members Mstep: Class 15 contains 52284 members Mstep: Class 16 contains 693 members Mstep: Class 17 contains 10601 members Mstep: Class 18 contains 2642 members Mstep: Class 19 contains 8678 members Mstep: Class 20 contains 19129 members Mstep: Class 21 contains 25495 members Mstep: Class 22 contains 240 members Mstep: Class 23 contains 1465 members Mstep: Class 24 contains 18117 members Mstep: Class 25 contains 1330 members Mstep: Class 26 contains 30057 members Mstep: Class 27 contains 6515 members Mstep: Class 28 contains 3620 members Mstep: Class 29 contains 13685 members Mstep: Class 30 contains 40589 members Mstep: Class 31 contains 7311 members Mstep: Class 32 contains 3798 members Mstep: Class 33 contains 16855 members Entering Unmasked Estep ConsiderDeletion Score: -18483820.000000 Penalty: 14153.809570 Iteration 47Q: 34 clusters Score -1.848382e+07 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 20698 members Mstep: Class 2 contains 3048 members Mstep: Class 3 contains 5373 members Mstep: Class 4 contains 32035 members Mstep: Class 5 contains 2167 members Mstep: Class 6 contains 563 members Mstep: Class 7 contains 5118 members Mstep: Class 8 contains 1834 members Mstep: Class 9 contains 6097 members Mstep: Class 10 contains 41265 members Mstep: Class 11 contains 3873 members Mstep: Class 12 contains 5606 members Mstep: Class 13 contains 13802 members Mstep: Class 14 contains 35669 members Mstep: Class 15 contains 52178 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 10347 members Mstep: Class 18 contains 2618 members Mstep: Class 19 contains 9064 members Mstep: Class 20 contains 19312 members Mstep: Class 21 contains 25625 members Mstep: Class 22 contains 238 members Mstep: Class 23 contains 1488 members Mstep: Class 24 contains 18228 members Mstep: Class 25 contains 1284 members Mstep: Class 26 contains 30107 members Mstep: Class 27 contains 6435 members Mstep: Class 28 contains 3594 members Mstep: Class 29 contains 13700 members Mstep: Class 30 contains 40577 members Mstep: Class 31 contains 7205 members Mstep: Class 32 contains 4017 members Mstep: Class 33 contains 17260 members Entering Unmasked Estep ConsiderDeletion Score: -18484834.000000 Penalty: 14153.809570 Iteration 48Q: 34 clusters Score -1.848483e+07 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 3003 members Mstep: Class 3 contains 5559 members Mstep: Class 4 contains 32019 members Mstep: Class 5 contains 2251 members Mstep: Class 6 contains 570 members Mstep: Class 7 contains 5187 members Mstep: Class 8 contains 1856 members Mstep: Class 9 contains 5987 members Mstep: Class 10 contains 41044 members Mstep: Class 11 contains 3719 members Mstep: Class 12 contains 5319 members Mstep: Class 13 contains 13985 members Mstep: Class 14 contains 35596 members Mstep: Class 15 contains 52094 members Mstep: Class 16 contains 646 members Mstep: Class 17 contains 10158 members Mstep: Class 18 contains 2588 members Mstep: Class 19 contains 9311 members Mstep: Class 20 contains 19441 members Mstep: Class 21 contains 25761 members Mstep: Class 22 contains 244 members Mstep: Class 23 contains 1498 members Mstep: Class 24 contains 18339 members Mstep: Class 25 contains 1262 members Mstep: Class 26 contains 30154 members Mstep: Class 27 contains 6367 members Mstep: Class 28 contains 3575 members Mstep: Class 29 contains 13703 members Mstep: Class 30 contains 40567 members Mstep: Class 31 contains 7135 members Mstep: Class 32 contains 4226 members Mstep: Class 33 contains 17564 members Entering Unmasked Estep ConsiderDeletion Score: -18486002.000000 Penalty: 14153.809570 Iteration 49Q: 34 clusters Score -1.8486e+07 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 5714 members Mstep: Class 4 contains 32131 members Mstep: Class 5 contains 2326 members Mstep: Class 6 contains 576 members Mstep: Class 7 contains 5222 members Mstep: Class 8 contains 1886 members Mstep: Class 9 contains 5875 members Mstep: Class 10 contains 40859 members Mstep: Class 11 contains 3584 members Mstep: Class 12 contains 5100 members Mstep: Class 13 contains 14139 members Mstep: Class 14 contains 35569 members Mstep: Class 15 contains 52046 members Mstep: Class 16 contains 633 members Mstep: Class 17 contains 9963 members Mstep: Class 18 contains 2570 members Mstep: Class 19 contains 9484 members Mstep: Class 20 contains 19474 members Mstep: Class 21 contains 25908 members Mstep: Class 22 contains 250 members Mstep: Class 23 contains 1515 members Mstep: Class 24 contains 18417 members Mstep: Class 25 contains 1234 members Mstep: Class 26 contains 30203 members Mstep: Class 27 contains 6303 members Mstep: Class 28 contains 3558 members Mstep: Class 29 contains 13693 members Mstep: Class 30 contains 40550 members Mstep: Class 31 contains 7068 members Mstep: Class 32 contains 4412 members Mstep: Class 33 contains 17792 members Entering Unmasked Estep ConsiderDeletion Score: -18487258.000000 Penalty: 14153.809570 Iteration 50Q: 34 clusters Score -1.848726e+07 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 2924 members Mstep: Class 3 contains 5838 members Mstep: Class 4 contains 32209 members Mstep: Class 5 contains 2361 members Mstep: Class 6 contains 584 members Mstep: Class 7 contains 5224 members Mstep: Class 8 contains 1941 members Mstep: Class 9 contains 5756 members Mstep: Class 10 contains 40685 members Mstep: Class 11 contains 3466 members Mstep: Class 12 contains 4903 members Mstep: Class 13 contains 14314 members Mstep: Class 14 contains 35532 members Mstep: Class 15 contains 52026 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 9774 members Mstep: Class 18 contains 2536 members Mstep: Class 19 contains 9640 members Mstep: Class 20 contains 19514 members Mstep: Class 21 contains 26077 members Mstep: Class 22 contains 264 members Mstep: Class 23 contains 1526 members Mstep: Class 24 contains 18493 members Mstep: Class 25 contains 1223 members Mstep: Class 26 contains 30274 members Mstep: Class 27 contains 6260 members Mstep: Class 28 contains 3555 members Mstep: Class 29 contains 13661 members Mstep: Class 30 contains 40517 members Mstep: Class 31 contains 7030 members Mstep: Class 32 contains 4598 members Mstep: Class 33 contains 18049 members Entering Unmasked Estep ConsiderDeletion Score: -18488714.000000 Penalty: 14153.809570 Iteration 51Q: 34 clusters Score -1.848871e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 2890 members Mstep: Class 3 contains 5942 members Mstep: Class 4 contains 32201 members Mstep: Class 5 contains 2414 members Mstep: Class 6 contains 589 members Mstep: Class 7 contains 5218 members Mstep: Class 8 contains 1997 members Mstep: Class 9 contains 5641 members Mstep: Class 10 contains 40529 members Mstep: Class 11 contains 3364 members Mstep: Class 12 contains 4684 members Mstep: Class 13 contains 14459 members Mstep: Class 14 contains 35481 members Mstep: Class 15 contains 51990 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 9602 members Mstep: Class 18 contains 2523 members Mstep: Class 19 contains 9783 members Mstep: Class 20 contains 19749 members Mstep: Class 21 contains 26190 members Mstep: Class 22 contains 277 members Mstep: Class 23 contains 1532 members Mstep: Class 24 contains 18560 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 30327 members Mstep: Class 27 contains 6229 members Mstep: Class 28 contains 3552 members Mstep: Class 29 contains 13656 members Mstep: Class 30 contains 40497 members Mstep: Class 31 contains 6985 members Mstep: Class 32 contains 4779 members Mstep: Class 33 contains 18273 members Entering Unmasked Estep ConsiderDeletion Score: -18490350.000000 Penalty: 14153.809570 Iteration 52Q: 34 clusters Score -1.849035e+07 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 18939 members Mstep: Class 2 contains 2875 members Mstep: Class 3 contains 6010 members Mstep: Class 4 contains 32147 members Mstep: Class 5 contains 2455 members Mstep: Class 6 contains 597 members Mstep: Class 7 contains 5202 members Mstep: Class 8 contains 2097 members Mstep: Class 9 contains 5520 members Mstep: Class 10 contains 40389 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 4510 members Mstep: Class 13 contains 14606 members Mstep: Class 14 contains 35424 members Mstep: Class 15 contains 51967 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 9481 members Mstep: Class 18 contains 2490 members Mstep: Class 19 contains 9964 members Mstep: Class 20 contains 20019 members Mstep: Class 21 contains 26260 members Mstep: Class 22 contains 300 members Mstep: Class 23 contains 1535 members Mstep: Class 24 contains 18632 members Mstep: Class 25 contains 1206 members Mstep: Class 26 contains 30383 members Mstep: Class 27 contains 6195 members Mstep: Class 28 contains 3552 members Mstep: Class 29 contains 13621 members Mstep: Class 30 contains 40483 members Mstep: Class 31 contains 6944 members Mstep: Class 32 contains 4981 members Mstep: Class 33 contains 18470 members Entering Unmasked Estep ConsiderDeletion Score: -18492954.000000 Penalty: 14153.809570 Iteration 53Q: 34 clusters Score -1.849295e+07 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 18383 members Mstep: Class 2 contains 2845 members Mstep: Class 3 contains 6063 members Mstep: Class 4 contains 32067 members Mstep: Class 5 contains 2506 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 5192 members Mstep: Class 8 contains 2206 members Mstep: Class 9 contains 5347 members Mstep: Class 10 contains 40262 members Mstep: Class 11 contains 3150 members Mstep: Class 12 contains 4617 members Mstep: Class 13 contains 14688 members Mstep: Class 14 contains 35393 members Mstep: Class 15 contains 51949 members Mstep: Class 16 contains 583 members Mstep: Class 17 contains 9377 members Mstep: Class 18 contains 2442 members Mstep: Class 19 contains 10161 members Mstep: Class 20 contains 20263 members Mstep: Class 21 contains 26324 members Mstep: Class 22 contains 327 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 18636 members Mstep: Class 25 contains 1184 members Mstep: Class 26 contains 30463 members Mstep: Class 27 contains 6162 members Mstep: Class 28 contains 3559 members Mstep: Class 29 contains 13607 members Mstep: Class 30 contains 40478 members Mstep: Class 31 contains 6908 members Mstep: Class 32 contains 5167 members Mstep: Class 33 contains 18644 members Entering Unmasked Estep ConsiderDeletion Score: -18494422.000000 Penalty: 14153.809570 Iteration 54Q: 34 clusters Score -1.849442e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 17862 members Mstep: Class 2 contains 2832 members Mstep: Class 3 contains 6111 members Mstep: Class 4 contains 31998 members Mstep: Class 5 contains 2571 members Mstep: Class 6 contains 613 members Mstep: Class 7 contains 5193 members Mstep: Class 8 contains 2322 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 40147 members Mstep: Class 11 contains 3063 members Mstep: Class 12 contains 4759 members Mstep: Class 13 contains 14774 members Mstep: Class 14 contains 35334 members Mstep: Class 15 contains 51949 members Mstep: Class 16 contains 576 members Mstep: Class 17 contains 9262 members Mstep: Class 18 contains 2404 members Mstep: Class 19 contains 10261 members Mstep: Class 20 contains 20510 members Mstep: Class 21 contains 26380 members Mstep: Class 22 contains 346 members Mstep: Class 23 contains 1547 members Mstep: Class 24 contains 18626 members Mstep: Class 25 contains 1166 members Mstep: Class 26 contains 30549 members Mstep: Class 27 contains 6131 members Mstep: Class 28 contains 3591 members Mstep: Class 29 contains 13610 members Mstep: Class 30 contains 40480 members Mstep: Class 31 contains 6844 members Mstep: Class 32 contains 5342 members Mstep: Class 33 contains 18782 members Entering Unmasked Estep ConsiderDeletion Score: -18495150.000000 Penalty: 14153.809570 Iteration 55Q: 34 clusters Score -1.849515e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 2812 members Mstep: Class 3 contains 6138 members Mstep: Class 4 contains 31930 members Mstep: Class 5 contains 2637 members Mstep: Class 6 contains 617 members Mstep: Class 7 contains 5192 members Mstep: Class 8 contains 2420 members Mstep: Class 9 contains 4918 members Mstep: Class 10 contains 40045 members Mstep: Class 11 contains 2993 members Mstep: Class 12 contains 4867 members Mstep: Class 13 contains 14845 members Mstep: Class 14 contains 35273 members Mstep: Class 15 contains 51933 members Mstep: Class 16 contains 569 members Mstep: Class 17 contains 9166 members Mstep: Class 18 contains 2378 members Mstep: Class 19 contains 10332 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 26427 members Mstep: Class 22 contains 375 members Mstep: Class 23 contains 1566 members Mstep: Class 24 contains 18627 members Mstep: Class 25 contains 1140 members Mstep: Class 26 contains 30664 members Mstep: Class 27 contains 6114 members Mstep: Class 28 contains 3614 members Mstep: Class 29 contains 13645 members Mstep: Class 30 contains 40482 members Mstep: Class 31 contains 6780 members Mstep: Class 32 contains 5498 members Mstep: Class 33 contains 18927 members Entering Unmasked Estep ConsiderDeletion Score: -18496012.000000 Penalty: 14153.809570 Iteration 56Q: 34 clusters Score -1.849601e+07 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 17006 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 6166 members Mstep: Class 4 contains 31878 members Mstep: Class 5 contains 2711 members Mstep: Class 6 contains 624 members Mstep: Class 7 contains 5195 members Mstep: Class 8 contains 2518 members Mstep: Class 9 contains 4683 members Mstep: Class 10 contains 39960 members Mstep: Class 11 contains 2920 members Mstep: Class 12 contains 4948 members Mstep: Class 13 contains 14878 members Mstep: Class 14 contains 35203 members Mstep: Class 15 contains 51926 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9063 members Mstep: Class 18 contains 2359 members Mstep: Class 19 contains 10377 members Mstep: Class 20 contains 20954 members Mstep: Class 21 contains 26459 members Mstep: Class 22 contains 417 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18663 members Mstep: Class 25 contains 1113 members Mstep: Class 26 contains 30796 members Mstep: Class 27 contains 6094 members Mstep: Class 28 contains 3630 members Mstep: Class 29 contains 13664 members Mstep: Class 30 contains 40492 members Mstep: Class 31 contains 6744 members Mstep: Class 32 contains 5636 members Mstep: Class 33 contains 19082 members Entering Unmasked Estep ConsiderDeletion Score: -18497172.000000 Penalty: 14153.809570 Iteration 57Q: 34 clusters Score -1.849717e+07 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 2804 members Mstep: Class 3 contains 6202 members Mstep: Class 4 contains 31823 members Mstep: Class 5 contains 2837 members Mstep: Class 6 contains 627 members Mstep: Class 7 contains 5196 members Mstep: Class 8 contains 2596 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 39883 members Mstep: Class 11 contains 2843 members Mstep: Class 12 contains 5033 members Mstep: Class 13 contains 14875 members Mstep: Class 14 contains 35143 members Mstep: Class 15 contains 51923 members Mstep: Class 16 contains 555 members Mstep: Class 17 contains 8973 members Mstep: Class 18 contains 2362 members Mstep: Class 19 contains 10411 members Mstep: Class 20 contains 21147 members Mstep: Class 21 contains 26476 members Mstep: Class 22 contains 451 members Mstep: Class 23 contains 1580 members Mstep: Class 24 contains 18673 members Mstep: Class 25 contains 1083 members Mstep: Class 26 contains 30951 members Mstep: Class 27 contains 6078 members Mstep: Class 28 contains 3621 members Mstep: Class 29 contains 13661 members Mstep: Class 30 contains 40511 members Mstep: Class 31 contains 6695 members Mstep: Class 32 contains 5761 members Mstep: Class 33 contains 19245 members Entering Unmasked Estep ConsiderDeletion Score: -18498334.000000 Penalty: 14153.809570 Iteration 58Q: 34 clusters Score -1.849833e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 16235 members Mstep: Class 2 contains 2803 members Mstep: Class 3 contains 6249 members Mstep: Class 4 contains 31772 members Mstep: Class 5 contains 3006 members Mstep: Class 6 contains 630 members Mstep: Class 7 contains 5205 members Mstep: Class 8 contains 2661 members Mstep: Class 9 contains 4277 members Mstep: Class 10 contains 39807 members Mstep: Class 11 contains 2765 members Mstep: Class 12 contains 5125 members Mstep: Class 13 contains 14848 members Mstep: Class 14 contains 35075 members Mstep: Class 15 contains 51931 members Mstep: Class 16 contains 556 members Mstep: Class 17 contains 8887 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 10431 members Mstep: Class 20 contains 21353 members Mstep: Class 21 contains 26495 members Mstep: Class 22 contains 468 members Mstep: Class 23 contains 1585 members Mstep: Class 24 contains 18696 members Mstep: Class 25 contains 1053 members Mstep: Class 26 contains 31051 members Mstep: Class 27 contains 6065 members Mstep: Class 28 contains 3569 members Mstep: Class 29 contains 13632 members Mstep: Class 30 contains 40529 members Mstep: Class 31 contains 6673 members Mstep: Class 32 contains 5870 members Mstep: Class 33 contains 19403 members Entering Unmasked Estep ConsiderDeletion Score: -18499218.000000 Penalty: 14153.809570 Iteration 59Q: 34 clusters Score -1.849922e+07 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 15798 members Mstep: Class 2 contains 2802 members Mstep: Class 3 contains 6283 members Mstep: Class 4 contains 31746 members Mstep: Class 5 contains 3205 members Mstep: Class 6 contains 630 members Mstep: Class 7 contains 5212 members Mstep: Class 8 contains 2715 members Mstep: Class 9 contains 4208 members Mstep: Class 10 contains 39741 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 5207 members Mstep: Class 13 contains 14864 members Mstep: Class 14 contains 34961 members Mstep: Class 15 contains 51927 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 8840 members Mstep: Class 18 contains 2401 members Mstep: Class 19 contains 10447 members Mstep: Class 20 contains 21561 members Mstep: Class 21 contains 26512 members Mstep: Class 22 contains 478 members Mstep: Class 23 contains 1583 members Mstep: Class 24 contains 18752 members Mstep: Class 25 contains 1012 members Mstep: Class 26 contains 31099 members Mstep: Class 27 contains 6054 members Mstep: Class 28 contains 3501 members Mstep: Class 29 contains 13598 members Mstep: Class 30 contains 40545 members Mstep: Class 31 contains 6640 members Mstep: Class 32 contains 5965 members Mstep: Class 33 contains 19579 members Entering Unmasked Estep ConsiderDeletion Score: -18500380.000000 Penalty: 14153.809570 Iteration 60F: 34 clusters Score -1.850038e+07 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 2804 members Mstep: Class 3 contains 6370 members Mstep: Class 4 contains 31718 members Mstep: Class 5 contains 3418 members Mstep: Class 6 contains 634 members Mstep: Class 7 contains 5208 members Mstep: Class 8 contains 2787 members Mstep: Class 9 contains 4178 members Mstep: Class 10 contains 39676 members Mstep: Class 11 contains 2573 members Mstep: Class 12 contains 5300 members Mstep: Class 13 contains 14884 members Mstep: Class 14 contains 34850 members Mstep: Class 15 contains 51927 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 8796 members Mstep: Class 18 contains 2374 members Mstep: Class 19 contains 10905 members Mstep: Class 20 contains 21747 members Mstep: Class 21 contains 26534 members Mstep: Class 22 contains 480 members Mstep: Class 23 contains 1573 members Mstep: Class 24 contains 18751 members Mstep: Class 25 contains 952 members Mstep: Class 26 contains 31109 members Mstep: Class 27 contains 6047 members Mstep: Class 28 contains 3448 members Mstep: Class 29 contains 13574 members Mstep: Class 30 contains 40559 members Mstep: Class 31 contains 6623 members Mstep: Class 32 contains 6066 members Mstep: Class 33 contains 19808 members Entering Unmasked Estep ConsiderDeletion Score: -18502188.000000 Penalty: 14153.809570 Iteration 61Q: 34 clusters Score -1.850219e+07 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 6459 members Mstep: Class 4 contains 31710 members Mstep: Class 5 contains 3616 members Mstep: Class 6 contains 640 members Mstep: Class 7 contains 5199 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 4166 members Mstep: Class 10 contains 39629 members Mstep: Class 11 contains 2466 members Mstep: Class 12 contains 5410 members Mstep: Class 13 contains 14904 members Mstep: Class 14 contains 34783 members Mstep: Class 15 contains 51916 members Mstep: Class 16 contains 554 members Mstep: Class 17 contains 8744 members Mstep: Class 18 contains 2369 members Mstep: Class 19 contains 11191 members Mstep: Class 20 contains 21943 members Mstep: Class 21 contains 26556 members Mstep: Class 22 contains 485 members Mstep: Class 23 contains 1568 members Mstep: Class 24 contains 18712 members Mstep: Class 25 contains 875 members Mstep: Class 26 contains 31113 members Mstep: Class 27 contains 6035 members Mstep: Class 28 contains 3398 members Mstep: Class 29 contains 13557 members Mstep: Class 30 contains 40577 members Mstep: Class 31 contains 6604 members Mstep: Class 32 contains 6148 members Mstep: Class 33 contains 20148 members Entering Unmasked Estep ConsiderDeletion Score: -18503890.000000 Penalty: 14153.809570 Iteration 62Q: 34 clusters Score -1.850389e+07 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 2798 members Mstep: Class 3 contains 6505 members Mstep: Class 4 contains 31713 members Mstep: Class 5 contains 3791 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 5193 members Mstep: Class 8 contains 2879 members Mstep: Class 9 contains 4158 members Mstep: Class 10 contains 39595 members Mstep: Class 11 contains 2372 members Mstep: Class 12 contains 5524 members Mstep: Class 13 contains 14922 members Mstep: Class 14 contains 34707 members Mstep: Class 15 contains 51882 members Mstep: Class 16 contains 558 members Mstep: Class 17 contains 8690 members Mstep: Class 18 contains 2382 members Mstep: Class 19 contains 11400 members Mstep: Class 20 contains 22209 members Mstep: Class 21 contains 26572 members Mstep: Class 22 contains 488 members Mstep: Class 23 contains 1563 members Mstep: Class 24 contains 18666 members Mstep: Class 25 contains 814 members Mstep: Class 26 contains 31116 members Mstep: Class 27 contains 6026 members Mstep: Class 28 contains 3360 members Mstep: Class 29 contains 13543 members Mstep: Class 30 contains 40599 members Mstep: Class 31 contains 6602 members Mstep: Class 32 contains 6224 members Mstep: Class 33 contains 20510 members Entering Unmasked Estep ConsiderDeletion Score: -18505412.000000 Penalty: 14153.809570 Iteration 63Q: 34 clusters Score -1.850541e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 2792 members Mstep: Class 3 contains 6536 members Mstep: Class 4 contains 31718 members Mstep: Class 5 contains 3936 members Mstep: Class 6 contains 651 members Mstep: Class 7 contains 5189 members Mstep: Class 8 contains 2927 members Mstep: Class 9 contains 4154 members Mstep: Class 10 contains 39551 members Mstep: Class 11 contains 2296 members Mstep: Class 12 contains 5630 members Mstep: Class 13 contains 14940 members Mstep: Class 14 contains 34640 members Mstep: Class 15 contains 51833 members Mstep: Class 16 contains 558 members Mstep: Class 17 contains 8641 members Mstep: Class 18 contains 2382 members Mstep: Class 19 contains 11605 members Mstep: Class 20 contains 22551 members Mstep: Class 21 contains 26603 members Mstep: Class 22 contains 495 members Mstep: Class 23 contains 1563 members Mstep: Class 24 contains 18610 members Mstep: Class 25 contains 776 members Mstep: Class 26 contains 31115 members Mstep: Class 27 contains 6013 members Mstep: Class 28 contains 3322 members Mstep: Class 29 contains 13514 members Mstep: Class 30 contains 40618 members Mstep: Class 31 contains 6613 members Mstep: Class 32 contains 6302 members Mstep: Class 33 contains 20742 members Entering Unmasked Estep ConsiderDeletion Score: -18507250.000000 Penalty: 14153.809570 Iteration 64Q: 34 clusters Score -1.850725e+07 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 11507 members Mstep: Class 2 contains 2761 members Mstep: Class 3 contains 6558 members Mstep: Class 4 contains 31723 members Mstep: Class 5 contains 4100 members Mstep: Class 6 contains 655 members Mstep: Class 7 contains 5182 members Mstep: Class 8 contains 2959 members Mstep: Class 9 contains 4149 members Mstep: Class 10 contains 39506 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 5695 members Mstep: Class 13 contains 14955 members Mstep: Class 14 contains 34587 members Mstep: Class 15 contains 51768 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8590 members Mstep: Class 18 contains 2369 members Mstep: Class 19 contains 11917 members Mstep: Class 20 contains 22881 members Mstep: Class 21 contains 26642 members Mstep: Class 22 contains 507 members Mstep: Class 23 contains 1561 members Mstep: Class 24 contains 18595 members Mstep: Class 25 contains 742 members Mstep: Class 26 contains 31111 members Mstep: Class 27 contains 6000 members Mstep: Class 28 contains 3301 members Mstep: Class 29 contains 13490 members Mstep: Class 30 contains 40643 members Mstep: Class 31 contains 6628 members Mstep: Class 32 contains 6380 members Mstep: Class 33 contains 20845 members Entering Unmasked Estep ConsiderDeletion Score: -18509930.000000 Penalty: 14153.809570 Iteration 65Q: 34 clusters Score -1.850993e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 10951 members Mstep: Class 2 contains 2700 members Mstep: Class 3 contains 6577 members Mstep: Class 4 contains 31716 members Mstep: Class 5 contains 4254 members Mstep: Class 6 contains 661 members Mstep: Class 7 contains 5176 members Mstep: Class 8 contains 2981 members Mstep: Class 9 contains 4150 members Mstep: Class 10 contains 39467 members Mstep: Class 11 contains 2151 members Mstep: Class 12 contains 5703 members Mstep: Class 13 contains 14977 members Mstep: Class 14 contains 34537 members Mstep: Class 15 contains 51689 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8570 members Mstep: Class 18 contains 2376 members Mstep: Class 19 contains 12269 members Mstep: Class 20 contains 23076 members Mstep: Class 21 contains 26665 members Mstep: Class 22 contains 516 members Mstep: Class 23 contains 1559 members Mstep: Class 24 contains 18586 members Mstep: Class 25 contains 708 members Mstep: Class 26 contains 31113 members Mstep: Class 27 contains 5982 members Mstep: Class 28 contains 3276 members Mstep: Class 29 contains 13472 members Mstep: Class 30 contains 40682 members Mstep: Class 31 contains 6640 members Mstep: Class 32 contains 6445 members Mstep: Class 33 contains 20901 members Entering Unmasked Estep ConsiderDeletion Score: -18513714.000000 Penalty: 14153.809570 Iteration 66Q: 34 clusters Score -1.851371e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 6581 members Mstep: Class 4 contains 31709 members Mstep: Class 5 contains 4399 members Mstep: Class 6 contains 669 members Mstep: Class 7 contains 5153 members Mstep: Class 8 contains 3011 members Mstep: Class 9 contains 4159 members Mstep: Class 10 contains 39430 members Mstep: Class 11 contains 2077 members Mstep: Class 12 contains 5639 members Mstep: Class 13 contains 14991 members Mstep: Class 14 contains 34514 members Mstep: Class 15 contains 51578 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8549 members Mstep: Class 18 contains 2361 members Mstep: Class 19 contains 12427 members Mstep: Class 20 contains 23120 members Mstep: Class 21 contains 26690 members Mstep: Class 22 contains 530 members Mstep: Class 23 contains 1555 members Mstep: Class 24 contains 18501 members Mstep: Class 25 contains 685 members Mstep: Class 26 contains 31114 members Mstep: Class 27 contains 5965 members Mstep: Class 28 contains 3260 members Mstep: Class 29 contains 13445 members Mstep: Class 30 contains 40720 members Mstep: Class 31 contains 6693 members Mstep: Class 32 contains 6504 members Mstep: Class 33 contains 20927 members Entering Unmasked Estep ConsiderDeletion Score: -18514768.000000 Penalty: 14153.809570 Iteration 67Q: 34 clusters Score -1.851477e+07 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 2550 members Mstep: Class 3 contains 6571 members Mstep: Class 4 contains 31702 members Mstep: Class 5 contains 4520 members Mstep: Class 6 contains 675 members Mstep: Class 7 contains 5143 members Mstep: Class 8 contains 3041 members Mstep: Class 9 contains 4157 members Mstep: Class 10 contains 39402 members Mstep: Class 11 contains 2006 members Mstep: Class 12 contains 5565 members Mstep: Class 13 contains 15055 members Mstep: Class 14 contains 34499 members Mstep: Class 15 contains 51495 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8541 members Mstep: Class 18 contains 2334 members Mstep: Class 19 contains 12506 members Mstep: Class 20 contains 23136 members Mstep: Class 21 contains 26707 members Mstep: Class 22 contains 547 members Mstep: Class 23 contains 1552 members Mstep: Class 24 contains 18406 members Mstep: Class 25 contains 670 members Mstep: Class 26 contains 31115 members Mstep: Class 27 contains 5953 members Mstep: Class 28 contains 3237 members Mstep: Class 29 contains 13414 members Mstep: Class 30 contains 40752 members Mstep: Class 31 contains 6754 members Mstep: Class 32 contains 6541 members Mstep: Class 33 contains 20940 members Entering Unmasked Estep ConsiderDeletion Score: -18515064.000000 Penalty: 14153.809570 Iteration 68Q: 34 clusters Score -1.851506e+07 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 6554 members Mstep: Class 4 contains 31687 members Mstep: Class 5 contains 4658 members Mstep: Class 6 contains 682 members Mstep: Class 7 contains 5156 members Mstep: Class 8 contains 3069 members Mstep: Class 9 contains 4158 members Mstep: Class 10 contains 39379 members Mstep: Class 11 contains 1942 members Mstep: Class 12 contains 5506 members Mstep: Class 13 contains 15095 members Mstep: Class 14 contains 34512 members Mstep: Class 15 contains 51442 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8520 members Mstep: Class 18 contains 2320 members Mstep: Class 19 contains 12565 members Mstep: Class 20 contains 23144 members Mstep: Class 21 contains 26716 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 1544 members Mstep: Class 24 contains 18331 members Mstep: Class 25 contains 655 members Mstep: Class 26 contains 31117 members Mstep: Class 27 contains 5952 members Mstep: Class 28 contains 3219 members Mstep: Class 29 contains 13384 members Mstep: Class 30 contains 40778 members Mstep: Class 31 contains 6818 members Mstep: Class 32 contains 6574 members Mstep: Class 33 contains 20939 members Entering Unmasked Estep ConsiderDeletion Score: -18515192.000000 Penalty: 14153.809570 Iteration 69Q: 34 clusters Score -1.851519e+07 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 2376 members Mstep: Class 3 contains 6544 members Mstep: Class 4 contains 31677 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 692 members Mstep: Class 7 contains 5156 members Mstep: Class 8 contains 3103 members Mstep: Class 9 contains 4165 members Mstep: Class 10 contains 39356 members Mstep: Class 11 contains 1868 members Mstep: Class 12 contains 5473 members Mstep: Class 13 contains 15153 members Mstep: Class 14 contains 34493 members Mstep: Class 15 contains 51410 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8504 members Mstep: Class 18 contains 2295 members Mstep: Class 19 contains 12603 members Mstep: Class 20 contains 23161 members Mstep: Class 21 contains 26724 members Mstep: Class 22 contains 563 members Mstep: Class 23 contains 1532 members Mstep: Class 24 contains 18284 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 31116 members Mstep: Class 27 contains 5951 members Mstep: Class 28 contains 3202 members Mstep: Class 29 contains 13352 members Mstep: Class 30 contains 40792 members Mstep: Class 31 contains 6868 members Mstep: Class 32 contains 6612 members Mstep: Class 33 contains 20940 members Entering Unmasked Estep ConsiderDeletion Score: -18515508.000000 Penalty: 14153.809570 Iteration 70Q: 34 clusters Score -1.851551e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 2306 members Mstep: Class 3 contains 6547 members Mstep: Class 4 contains 31666 members Mstep: Class 5 contains 4904 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 5157 members Mstep: Class 8 contains 3132 members Mstep: Class 9 contains 4185 members Mstep: Class 10 contains 39338 members Mstep: Class 11 contains 1792 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 15228 members Mstep: Class 14 contains 34463 members Mstep: Class 15 contains 51386 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8513 members Mstep: Class 18 contains 2270 members Mstep: Class 19 contains 12632 members Mstep: Class 20 contains 23172 members Mstep: Class 21 contains 26728 members Mstep: Class 22 contains 572 members Mstep: Class 23 contains 1528 members Mstep: Class 24 contains 18242 members Mstep: Class 25 contains 645 members Mstep: Class 26 contains 31115 members Mstep: Class 27 contains 5949 members Mstep: Class 28 contains 3179 members Mstep: Class 29 contains 13323 members Mstep: Class 30 contains 40806 members Mstep: Class 31 contains 6892 members Mstep: Class 32 contains 6637 members Mstep: Class 33 contains 20942 members Entering Unmasked Estep ConsiderDeletion Score: -18515640.000000 Penalty: 14153.809570 Iteration 71Q: 34 clusters Score -1.851564e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 2250 members Mstep: Class 3 contains 6544 members Mstep: Class 4 contains 31661 members Mstep: Class 5 contains 5006 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 5162 members Mstep: Class 8 contains 3156 members Mstep: Class 9 contains 4222 members Mstep: Class 10 contains 39322 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 5424 members Mstep: Class 13 contains 15322 members Mstep: Class 14 contains 34408 members Mstep: Class 15 contains 51372 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8542 members Mstep: Class 18 contains 2248 members Mstep: Class 19 contains 12650 members Mstep: Class 20 contains 23180 members Mstep: Class 21 contains 26721 members Mstep: Class 22 contains 578 members Mstep: Class 23 contains 1532 members Mstep: Class 24 contains 18212 members Mstep: Class 25 contains 639 members Mstep: Class 26 contains 31117 members Mstep: Class 27 contains 5949 members Mstep: Class 28 contains 3162 members Mstep: Class 29 contains 13300 members Mstep: Class 30 contains 40815 members Mstep: Class 31 contains 6903 members Mstep: Class 32 contains 6654 members Mstep: Class 33 contains 20934 members Entering Unmasked Estep ConsiderDeletion Score: -18515872.000000 Penalty: 14153.809570 Iteration 72Q: 34 clusters Score -1.851587e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 2210 members Mstep: Class 3 contains 6546 members Mstep: Class 4 contains 31660 members Mstep: Class 5 contains 5107 members Mstep: Class 6 contains 705 members Mstep: Class 7 contains 5168 members Mstep: Class 8 contains 3172 members Mstep: Class 9 contains 4291 members Mstep: Class 10 contains 39301 members Mstep: Class 11 contains 1631 members Mstep: Class 12 contains 5411 members Mstep: Class 13 contains 15424 members Mstep: Class 14 contains 34329 members Mstep: Class 15 contains 51365 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8572 members Mstep: Class 18 contains 2226 members Mstep: Class 19 contains 12663 members Mstep: Class 20 contains 23187 members Mstep: Class 21 contains 26707 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 18195 members Mstep: Class 25 contains 632 members Mstep: Class 26 contains 31119 members Mstep: Class 27 contains 5946 members Mstep: Class 28 contains 3147 members Mstep: Class 29 contains 13285 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6900 members Mstep: Class 32 contains 6669 members Mstep: Class 33 contains 20930 members Entering Unmasked Estep ConsiderDeletion Score: -18516048.000000 Penalty: 14153.809570 Iteration 73Q: 34 clusters Score -1.851605e+07 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 2173 members Mstep: Class 3 contains 6547 members Mstep: Class 4 contains 31653 members Mstep: Class 5 contains 5200 members Mstep: Class 6 contains 709 members Mstep: Class 7 contains 5176 members Mstep: Class 8 contains 3186 members Mstep: Class 9 contains 4394 members Mstep: Class 10 contains 39288 members Mstep: Class 11 contains 1535 members Mstep: Class 12 contains 5398 members Mstep: Class 13 contains 15535 members Mstep: Class 14 contains 34272 members Mstep: Class 15 contains 51354 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8584 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 12673 members Mstep: Class 20 contains 23192 members Mstep: Class 21 contains 26693 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1543 members Mstep: Class 24 contains 18186 members Mstep: Class 25 contains 627 members Mstep: Class 26 contains 31126 members Mstep: Class 27 contains 5945 members Mstep: Class 28 contains 3137 members Mstep: Class 29 contains 13272 members Mstep: Class 30 contains 40818 members Mstep: Class 31 contains 6853 members Mstep: Class 32 contains 6684 members Mstep: Class 33 contains 20933 members Entering Unmasked Estep ConsiderDeletion Score: -18516282.000000 Penalty: 14153.809570 Iteration 74Q: 34 clusters Score -1.851628e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 6549 members Mstep: Class 4 contains 31650 members Mstep: Class 5 contains 5269 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 5180 members Mstep: Class 8 contains 3195 members Mstep: Class 9 contains 4534 members Mstep: Class 10 contains 39276 members Mstep: Class 11 contains 1448 members Mstep: Class 12 contains 5390 members Mstep: Class 13 contains 15685 members Mstep: Class 14 contains 34186 members Mstep: Class 15 contains 51340 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8589 members Mstep: Class 18 contains 2182 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 23197 members Mstep: Class 21 contains 26670 members Mstep: Class 22 contains 606 members Mstep: Class 23 contains 1550 members Mstep: Class 24 contains 18171 members Mstep: Class 25 contains 625 members Mstep: Class 26 contains 31131 members Mstep: Class 27 contains 5943 members Mstep: Class 28 contains 3130 members Mstep: Class 29 contains 13264 members Mstep: Class 30 contains 40818 members Mstep: Class 31 contains 6798 members Mstep: Class 32 contains 6697 members Mstep: Class 33 contains 20945 members Entering Unmasked Estep ConsiderDeletion Score: -18516498.000000 Penalty: 14153.809570 Iteration 75Q: 34 clusters Score -1.85165e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 2128 members Mstep: Class 3 contains 6552 members Mstep: Class 4 contains 31646 members Mstep: Class 5 contains 5365 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 5192 members Mstep: Class 8 contains 3198 members Mstep: Class 9 contains 4649 members Mstep: Class 10 contains 39263 members Mstep: Class 11 contains 1372 members Mstep: Class 12 contains 5388 members Mstep: Class 13 contains 15794 members Mstep: Class 14 contains 34106 members Mstep: Class 15 contains 51322 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8589 members Mstep: Class 18 contains 2164 members Mstep: Class 19 contains 12700 members Mstep: Class 20 contains 23200 members Mstep: Class 21 contains 26655 members Mstep: Class 22 contains 618 members Mstep: Class 23 contains 1560 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 619 members Mstep: Class 26 contains 31135 members Mstep: Class 27 contains 5939 members Mstep: Class 28 contains 3118 members Mstep: Class 29 contains 13261 members Mstep: Class 30 contains 40818 members Mstep: Class 31 contains 6754 members Mstep: Class 32 contains 6713 members Mstep: Class 33 contains 20953 members Entering Unmasked Estep ConsiderDeletion Score: -18516734.000000 Penalty: 14153.809570 Iteration 76Q: 34 clusters Score -1.851673e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 2110 members Mstep: Class 3 contains 6554 members Mstep: Class 4 contains 31641 members Mstep: Class 5 contains 5454 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 5200 members Mstep: Class 8 contains 3201 members Mstep: Class 9 contains 4748 members Mstep: Class 10 contains 39256 members Mstep: Class 11 contains 1286 members Mstep: Class 12 contains 5388 members Mstep: Class 13 contains 15917 members Mstep: Class 14 contains 34022 members Mstep: Class 15 contains 51308 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8585 members Mstep: Class 18 contains 2156 members Mstep: Class 19 contains 12707 members Mstep: Class 20 contains 23202 members Mstep: Class 21 contains 26646 members Mstep: Class 22 contains 627 members Mstep: Class 23 contains 1568 members Mstep: Class 24 contains 18150 members Mstep: Class 25 contains 613 members Mstep: Class 26 contains 31140 members Mstep: Class 27 contains 5934 members Mstep: Class 28 contains 3110 members Mstep: Class 29 contains 13259 members Mstep: Class 30 contains 40819 members Mstep: Class 31 contains 6718 members Mstep: Class 32 contains 6719 members Mstep: Class 33 contains 20962 members Entering Unmasked Estep ConsiderDeletion Score: -18516906.000000 Penalty: 14153.809570 Iteration 77Q: 34 clusters Score -1.851691e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 2091 members Mstep: Class 3 contains 6558 members Mstep: Class 4 contains 31642 members Mstep: Class 5 contains 5534 members Mstep: Class 6 contains 716 members Mstep: Class 7 contains 5207 members Mstep: Class 8 contains 3203 members Mstep: Class 9 contains 4825 members Mstep: Class 10 contains 39246 members Mstep: Class 11 contains 1207 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16059 members Mstep: Class 14 contains 33951 members Mstep: Class 15 contains 51293 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8569 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 12712 members Mstep: Class 20 contains 23201 members Mstep: Class 21 contains 26626 members Mstep: Class 22 contains 639 members Mstep: Class 23 contains 1568 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 608 members Mstep: Class 26 contains 31139 members Mstep: Class 27 contains 5925 members Mstep: Class 28 contains 3099 members Mstep: Class 29 contains 13257 members Mstep: Class 30 contains 40818 members Mstep: Class 31 contains 6697 members Mstep: Class 32 contains 6728 members Mstep: Class 33 contains 20970 members Entering Unmasked Estep ConsiderDeletion Score: -18517006.000000 Penalty: 14153.809570 Iteration 78Q: 34 clusters Score -1.851701e+07 nChanged 673 Entering ConstructFrom: Score: -18517006.000000 Penalty: 14153.809570 Entering ConstructFrom: Trying to split cluster 1 (10700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Entering Unmasked Estep Score: -503272.062500 Penalty: 306.173950 Iteration 0F: 2 clusters Score -503272.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -496220.968750 Penalty: 612.347900 Iteration 0F: 3 clusters Score -496221 nChanged 5007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -499684.906250 Penalty: 612.347900 Iteration 1F: 3 clusters Score -499684.9 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -500462.625000 Penalty: 612.347900 Iteration 2F: 3 clusters Score -500462.6 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -501207.593750 Penalty: 612.347900 Iteration 3F: 3 clusters Score -501207.6 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -501736.875000 Penalty: 612.347900 Iteration 4F: 3 clusters Score -501736.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -502041.687500 Penalty: 612.347900 Iteration 5F: 3 clusters Score -502041.7 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -502236.843750 Penalty: 612.347900 Iteration 6Q: 3 clusters Score -502236.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -502381.000000 Penalty: 612.347900 Iteration 7Q: 3 clusters Score -502381 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -502505.031250 Penalty: 612.347900 Iteration 8Q: 3 clusters Score -502505 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -502594.500000 Penalty: 612.347900 Iteration 9Q: 3 clusters Score -502594.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -502668.437500 Penalty: 612.347900 Iteration 10Q: 3 clusters Score -502668.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -502741.937500 Penalty: 612.347900 Iteration 11Q: 3 clusters Score -502741.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -502812.156250 Penalty: 612.347900 Iteration 12Q: 3 clusters Score -502812.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -502873.312500 Penalty: 612.347900 Iteration 13Q: 3 clusters Score -502873.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -502923.187500 Penalty: 612.347900 Iteration 14Q: 3 clusters Score -502923.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -502960.875000 Penalty: 612.347900 Iteration 15Q: 3 clusters Score -502960.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -502989.906250 Penalty: 612.347900 Iteration 16Q: 3 clusters Score -502989.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 8215 members Entering Unmasked Estep Score: -503033.031250 Penalty: 612.347900 Iteration 17Q: 3 clusters Score -503033 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -503078.718750 Penalty: 612.347900 Iteration 18Q: 3 clusters Score -503078.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -503124.062500 Penalty: 612.347900 Iteration 19Q: 3 clusters Score -503124.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -503156.343750 Penalty: 612.347900 Iteration 20F: 3 clusters Score -503156.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -503182.156250 Penalty: 612.347900 Iteration 21Q: 3 clusters Score -503182.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -503207.843750 Penalty: 612.347900 Iteration 22Q: 3 clusters Score -503207.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -503224.906250 Penalty: 612.347900 Iteration 23Q: 3 clusters Score -503224.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -503236.906250 Penalty: 612.347900 Iteration 24Q: 3 clusters Score -503236.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -503245.343750 Penalty: 612.347900 Iteration 25Q: 3 clusters Score -503245.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -503257.875000 Penalty: 612.347900 Iteration 26Q: 3 clusters Score -503257.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -503267.875000 Penalty: 612.347900 Iteration 27Q: 3 clusters Score -503267.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -503275.375000 Penalty: 612.347900 Iteration 28Q: 3 clusters Score -503275.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -503281.843750 Penalty: 612.347900 Iteration 29Q: 3 clusters Score -503281.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -503285.937500 Penalty: 612.347900 Iteration 30Q: 3 clusters Score -503285.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -503290.468750 Penalty: 612.347900 Iteration 31Q: 3 clusters Score -503290.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -503295.437500 Penalty: 612.347900 Iteration 32Q: 3 clusters Score -503295.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -503300.656250 Penalty: 612.347900 Iteration 33Q: 3 clusters Score -503300.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -503306.187500 Penalty: 612.347900 Iteration 34Q: 3 clusters Score -503306.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -503309.218750 Penalty: 612.347900 Iteration 35Q: 3 clusters Score -503309.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -503313.093750 Penalty: 612.347900 Iteration 36Q: 3 clusters Score -503313.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -503317.531250 Penalty: 612.347900 Iteration 37Q: 3 clusters Score -503317.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -503318.281250 Penalty: 612.347900 Iteration 38Q: 3 clusters Score -503318.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -503320.500000 Penalty: 612.347900 Iteration 39Q: 3 clusters Score -503320.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -503323.062500 Penalty: 612.347900 Iteration 40F: 3 clusters Score -503323.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -503326.500000 Penalty: 612.347900 Iteration 41Q: 3 clusters Score -503326.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 9279 members Entering Unmasked Estep Score: -503327.656250 Penalty: 612.347900 Iteration 42Q: 3 clusters Score -503327.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -503329.250000 Penalty: 612.347900 Iteration 43Q: 3 clusters Score -503329.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -503328.937500 Penalty: 612.347900 Iteration 44Q: 3 clusters Score -503328.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -503329.687500 Penalty: 612.347900 Iteration 45Q: 3 clusters Score -503329.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -503329.343750 Penalty: 612.347900 Iteration 46Q: 3 clusters Score -503329.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -503329.875000 Penalty: 612.347900 Iteration 47Q: 3 clusters Score -503329.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -503329.468750 Penalty: 612.347900 Iteration 48Q: 3 clusters Score -503329.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -503329.625000 Penalty: 612.347900 Iteration 49Q: 3 clusters Score -503329.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -503329.843750 Penalty: 612.347900 Iteration 50Q: 3 clusters Score -503329.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 9315 members Entering Unmasked Estep Score: -503329.843750 Penalty: 612.347900 Iteration 51Q: 3 clusters Score -503329.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -503330.531250 Penalty: 612.347900 Iteration 52Q: 3 clusters Score -503330.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -503331.718750 Penalty: 612.347900 Iteration 53Q: 3 clusters Score -503331.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -503331.125000 Penalty: 612.347900 Iteration 54Q: 3 clusters Score -503331.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -503331.125000 Penalty: 612.347900 Iteration 55F: 3 clusters Score -503331.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 6562 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 718 members Mstep: Class 7 contains 5210 members Mstep: Class 8 contains 3205 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 9322 members Entering Unmasked Estep Score: -18516968.000000 Penalty: 14582.712891 Splitting cluster 1 changes total score from -18517006.000000 to -18516968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (2089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Entering Unmasked Estep Score: -93150.203125 Penalty: 252.266541 Iteration 0F: 2 clusters Score -93150.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -91704.804688 Penalty: 504.533081 Iteration 0F: 3 clusters Score -91704.8 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -92343.257812 Penalty: 504.533081 Iteration 1F: 3 clusters Score -92343.26 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -92492.976562 Penalty: 504.533081 Iteration 2F: 3 clusters Score -92492.98 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -92628.804688 Penalty: 504.533081 Iteration 3F: 3 clusters Score -92628.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -92774.093750 Penalty: 504.533081 Iteration 4F: 3 clusters Score -92774.09 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -92880.968750 Penalty: 504.533081 Iteration 5F: 3 clusters Score -92880.97 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -92951.085938 Penalty: 504.533081 Iteration 6Q: 3 clusters Score -92951.09 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -93011.070312 Penalty: 504.533081 Iteration 7Q: 3 clusters Score -93011.07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -93067.054688 Penalty: 504.533081 Iteration 8Q: 3 clusters Score -93067.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -93111.203125 Penalty: 504.533081 Iteration 9Q: 3 clusters Score -93111.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -93161.054688 Penalty: 504.533081 Iteration 10Q: 3 clusters Score -93161.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -93197.507812 Penalty: 504.533081 Iteration 11Q: 3 clusters Score -93197.51 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -93209.382812 Penalty: 504.533081 Iteration 12Q: 3 clusters Score -93209.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -93216.734375 Penalty: 504.533081 Iteration 13Q: 3 clusters Score -93216.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -93223.601562 Penalty: 504.533081 Iteration 14Q: 3 clusters Score -93223.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -93228.906250 Penalty: 504.533081 Iteration 15Q: 3 clusters Score -93228.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -93235.632812 Penalty: 504.533081 Iteration 16Q: 3 clusters Score -93235.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -93241.093750 Penalty: 504.533081 Iteration 17Q: 3 clusters Score -93241.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -93243.921875 Penalty: 504.533081 Iteration 18Q: 3 clusters Score -93243.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -93244.984375 Penalty: 504.533081 Iteration 19Q: 3 clusters Score -93244.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -93245.296875 Penalty: 504.533081 Iteration 20F: 3 clusters Score -93245.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -93245.718750 Penalty: 504.533081 Iteration 21Q: 3 clusters Score -93245.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -93245.984375 Penalty: 504.533081 Iteration 22Q: 3 clusters Score -93245.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -93246.867188 Penalty: 504.533081 Iteration 23Q: 3 clusters Score -93246.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93247.242188 Penalty: 504.533081 Iteration 24Q: 3 clusters Score -93247.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -93247.343750 Penalty: 504.533081 Iteration 25Q: 3 clusters Score -93247.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -93247.343750 Penalty: 504.533081 Iteration 26F: 3 clusters Score -93247.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 1554 members Mstep: Class 3 contains 6562 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 718 members Mstep: Class 7 contains 5210 members Mstep: Class 8 contains 3205 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 535 members Entering Unmasked Estep Score: -18516996.000000 Penalty: 14582.712891 Splitting cluster 2 changes total score from -18517006.000000 to -18516996.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (6562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Entering Unmasked Estep Score: -282674.531250 Penalty: 290.038696 Iteration 0F: 2 clusters Score -282674.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -278299.281250 Penalty: 580.077393 Iteration 0F: 3 clusters Score -278299.3 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -280132.187500 Penalty: 580.077393 Iteration 1F: 3 clusters Score -280132.2 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -280487.625000 Penalty: 580.077393 Iteration 2F: 3 clusters Score -280487.6 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -280905.187500 Penalty: 580.077393 Iteration 3F: 3 clusters Score -280905.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -281325.125000 Penalty: 580.077393 Iteration 4F: 3 clusters Score -281325.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -281680.187500 Penalty: 580.077393 Iteration 5F: 3 clusters Score -281680.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -281952.812500 Penalty: 580.077393 Iteration 6Q: 3 clusters Score -281952.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282169.906250 Penalty: 580.077393 Iteration 7Q: 3 clusters Score -282169.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -282387.781250 Penalty: 580.077393 Iteration 8Q: 3 clusters Score -282387.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -282645.531250 Penalty: 580.077393 Iteration 9Q: 3 clusters Score -282645.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -283002.875000 Penalty: 580.077393 Iteration 10Q: 3 clusters Score -283002.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -283759.375000 Penalty: 580.077393 Iteration 11Q: 3 clusters Score -283759.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -284501.031250 Penalty: 580.077393 Iteration 12F: 3 clusters Score -284501 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -285115.906250 Penalty: 580.077393 Iteration 13F: 3 clusters Score -285115.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -285381.875000 Penalty: 580.077393 Iteration 14Q: 3 clusters Score -285381.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -285469.375000 Penalty: 580.077393 Iteration 15Q: 3 clusters Score -285469.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -285488.906250 Penalty: 580.077393 Iteration 16Q: 3 clusters Score -285488.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -285491.406250 Penalty: 580.077393 Iteration 17Q: 3 clusters Score -285491.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -285492.625000 Penalty: 580.077393 Iteration 18Q: 3 clusters Score -285492.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -285491.500000 Penalty: 580.077393 Iteration 19Q: 3 clusters Score -285491.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -285491.187500 Penalty: 580.077393 Iteration 20F: 3 clusters Score -285491.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 718 members Mstep: Class 7 contains 5210 members Mstep: Class 8 contains 3205 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Entering Unmasked Estep Score: -18519782.000000 Penalty: 14582.712891 Splitting cluster 3 changes total score from -18517006.000000 to -18519782.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 4 (31644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Entering Unmasked Estep Score: -1489183.125000 Penalty: 341.956024 Iteration 0F: 2 clusters Score -1489183 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 15731 members Entering Unmasked Estep Score: -1468051.500000 Penalty: 683.912048 Iteration 0F: 3 clusters Score -1468052 nChanged 15245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 14426 members Entering Unmasked Estep Score: -1478614.875000 Penalty: 683.912048 Iteration 1F: 3 clusters Score -1478615 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -1480483.125000 Penalty: 683.912048 Iteration 2F: 3 clusters Score -1480483 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19221 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -1482596.125000 Penalty: 683.912048 Iteration 3F: 3 clusters Score -1482596 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20042 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1484097.875000 Penalty: 683.912048 Iteration 4F: 3 clusters Score -1484098 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20601 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -1484699.375000 Penalty: 683.912048 Iteration 5Q: 3 clusters Score -1484699 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21065 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -1484912.000000 Penalty: 683.912048 Iteration 6Q: 3 clusters Score -1484912 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1485034.000000 Penalty: 683.912048 Iteration 7Q: 3 clusters Score -1485034 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21914 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -1485133.750000 Penalty: 683.912048 Iteration 8Q: 3 clusters Score -1485134 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22325 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -1485244.625000 Penalty: 683.912048 Iteration 9Q: 3 clusters Score -1485245 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22750 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -1485350.000000 Penalty: 683.912048 Iteration 10Q: 3 clusters Score -1485350 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23195 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -1485470.125000 Penalty: 683.912048 Iteration 11Q: 3 clusters Score -1485470 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23649 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -1485583.875000 Penalty: 683.912048 Iteration 12Q: 3 clusters Score -1485584 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24093 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1485701.500000 Penalty: 683.912048 Iteration 13Q: 3 clusters Score -1485702 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24563 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -1485840.625000 Penalty: 683.912048 Iteration 14Q: 3 clusters Score -1485841 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25067 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -1485990.750000 Penalty: 683.912048 Iteration 15Q: 3 clusters Score -1485991 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25580 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1486164.000000 Penalty: 683.912048 Iteration 16Q: 3 clusters Score -1486164 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26128 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1486368.750000 Penalty: 683.912048 Iteration 17Q: 3 clusters Score -1486369 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26684 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1486577.125000 Penalty: 683.912048 Iteration 18Q: 3 clusters Score -1486577 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27245 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1486804.250000 Penalty: 683.912048 Iteration 19Q: 3 clusters Score -1486804 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27798 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1487051.375000 Penalty: 683.912048 Iteration 20F: 3 clusters Score -1487051 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28357 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1487331.500000 Penalty: 683.912048 Iteration 21Q: 3 clusters Score -1487332 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1487597.750000 Penalty: 683.912048 Iteration 22Q: 3 clusters Score -1487598 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29346 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1487852.250000 Penalty: 683.912048 Iteration 23Q: 3 clusters Score -1487852 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1488064.625000 Penalty: 683.912048 Iteration 24Q: 3 clusters Score -1488065 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30087 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1488236.375000 Penalty: 683.912048 Iteration 25Q: 3 clusters Score -1488236 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30357 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1488367.125000 Penalty: 683.912048 Iteration 26Q: 3 clusters Score -1488367 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30585 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1488482.750000 Penalty: 683.912048 Iteration 27Q: 3 clusters Score -1488483 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30762 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1488561.500000 Penalty: 683.912048 Iteration 28Q: 3 clusters Score -1488562 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30898 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1488623.000000 Penalty: 683.912048 Iteration 29Q: 3 clusters Score -1488623 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31017 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1488685.500000 Penalty: 683.912048 Iteration 30Q: 3 clusters Score -1488686 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1488734.125000 Penalty: 683.912048 Iteration 31Q: 3 clusters Score -1488734 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31203 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1488771.750000 Penalty: 683.912048 Iteration 32Q: 3 clusters Score -1488772 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31259 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1488798.125000 Penalty: 683.912048 Iteration 33Q: 3 clusters Score -1488798 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31298 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1488809.750000 Penalty: 683.912048 Iteration 34Q: 3 clusters Score -1488810 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31325 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1488823.500000 Penalty: 683.912048 Iteration 35Q: 3 clusters Score -1488824 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31354 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1488839.875000 Penalty: 683.912048 Iteration 36Q: 3 clusters Score -1488840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31367 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -1488847.000000 Penalty: 683.912048 Iteration 37Q: 3 clusters Score -1488847 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31383 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1488848.625000 Penalty: 683.912048 Iteration 38Q: 3 clusters Score -1488849 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31395 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1488852.375000 Penalty: 683.912048 Iteration 39Q: 3 clusters Score -1488852 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31407 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1488859.750000 Penalty: 683.912048 Iteration 40F: 3 clusters Score -1488860 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31418 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1488866.250000 Penalty: 683.912048 Iteration 41Q: 3 clusters Score -1488866 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31433 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1488874.375000 Penalty: 683.912048 Iteration 42Q: 3 clusters Score -1488874 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31448 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -1488889.000000 Penalty: 683.912048 Iteration 43Q: 3 clusters Score -1488889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31456 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -1488892.000000 Penalty: 683.912048 Iteration 44Q: 3 clusters Score -1488892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31463 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1488896.125000 Penalty: 683.912048 Iteration 45Q: 3 clusters Score -1488896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31472 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -1488902.750000 Penalty: 683.912048 Iteration 46Q: 3 clusters Score -1488903 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31480 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1488909.500000 Penalty: 683.912048 Iteration 47Q: 3 clusters Score -1488910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31482 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -1488916.875000 Penalty: 683.912048 Iteration 48Q: 3 clusters Score -1488917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31492 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -1488923.375000 Penalty: 683.912048 Iteration 49Q: 3 clusters Score -1488923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31493 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -1488925.750000 Penalty: 683.912048 Iteration 50Q: 3 clusters Score -1488926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31495 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1488928.500000 Penalty: 683.912048 Iteration 51Q: 3 clusters Score -1488928 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31496 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -1488935.125000 Penalty: 683.912048 Iteration 52Q: 3 clusters Score -1488935 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31496 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -1488937.750000 Penalty: 683.912048 Iteration 53Q: 3 clusters Score -1488938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31497 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -1488941.875000 Penalty: 683.912048 Iteration 54Q: 3 clusters Score -1488942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31495 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1488942.375000 Penalty: 683.912048 Iteration 55Q: 3 clusters Score -1488942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31495 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1488942.375000 Penalty: 683.912048 Iteration 56F: 3 clusters Score -1488942 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Entering Unmasked Estep Score: -211046.531250 Penalty: 284.830780 Iteration 0F: 2 clusters Score -211046.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -207259.906250 Penalty: 569.661560 Iteration 0F: 3 clusters Score -207259.9 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -208709.656250 Penalty: 569.661560 Iteration 1F: 3 clusters Score -208709.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -208864.500000 Penalty: 569.661560 Iteration 2F: 3 clusters Score -208864.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -209057.515625 Penalty: 569.661560 Iteration 3F: 3 clusters Score -209057.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -209341.203125 Penalty: 569.661560 Iteration 4F: 3 clusters Score -209341.2 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -209771.500000 Penalty: 569.661560 Iteration 5F: 3 clusters Score -209771.5 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -210251.531250 Penalty: 569.661560 Iteration 6F: 3 clusters Score -210251.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -210595.390625 Penalty: 569.661560 Iteration 7F: 3 clusters Score -210595.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -210740.984375 Penalty: 569.661560 Iteration 8Q: 3 clusters Score -210741 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -210795.812500 Penalty: 569.661560 Iteration 9Q: 3 clusters Score -210795.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -210813.078125 Penalty: 569.661560 Iteration 10Q: 3 clusters Score -210813.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -210819.234375 Penalty: 569.661560 Iteration 11Q: 3 clusters Score -210819.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -210827.031250 Penalty: 569.661560 Iteration 12Q: 3 clusters Score -210827 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -210834.359375 Penalty: 569.661560 Iteration 13Q: 3 clusters Score -210834.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -210839.765625 Penalty: 569.661560 Iteration 14Q: 3 clusters Score -210839.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -210846.296875 Penalty: 569.661560 Iteration 15Q: 3 clusters Score -210846.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -210852.484375 Penalty: 569.661560 Iteration 16Q: 3 clusters Score -210852.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -210858.812500 Penalty: 569.661560 Iteration 17Q: 3 clusters Score -210858.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -210865.031250 Penalty: 569.661560 Iteration 18Q: 3 clusters Score -210865 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -210871.953125 Penalty: 569.661560 Iteration 19Q: 3 clusters Score -210872 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -210880.828125 Penalty: 569.661560 Iteration 20F: 3 clusters Score -210880.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -210892.781250 Penalty: 569.661560 Iteration 21Q: 3 clusters Score -210892.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -210905.984375 Penalty: 569.661560 Iteration 22Q: 3 clusters Score -210906 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -210916.250000 Penalty: 569.661560 Iteration 23Q: 3 clusters Score -210916.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -210923.859375 Penalty: 569.661560 Iteration 24Q: 3 clusters Score -210923.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -210926.921875 Penalty: 569.661560 Iteration 25Q: 3 clusters Score -210926.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -210930.453125 Penalty: 569.661560 Iteration 26Q: 3 clusters Score -210930.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -210934.671875 Penalty: 569.661560 Iteration 27Q: 3 clusters Score -210934.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -210939.000000 Penalty: 569.661560 Iteration 28Q: 3 clusters Score -210939 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -210944.125000 Penalty: 569.661560 Iteration 29Q: 3 clusters Score -210944.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -210946.187500 Penalty: 569.661560 Iteration 30Q: 3 clusters Score -210946.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -210949.843750 Penalty: 569.661560 Iteration 31Q: 3 clusters Score -210949.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -210950.359375 Penalty: 569.661560 Iteration 32Q: 3 clusters Score -210950.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -210951.234375 Penalty: 569.661560 Iteration 33Q: 3 clusters Score -210951.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -210952.218750 Penalty: 569.661560 Iteration 34Q: 3 clusters Score -210952.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -210953.109375 Penalty: 569.661560 Iteration 35Q: 3 clusters Score -210953.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -210954.578125 Penalty: 569.661560 Iteration 36Q: 3 clusters Score -210954.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -210955.593750 Penalty: 569.661560 Iteration 37Q: 3 clusters Score -210955.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -210955.593750 Penalty: 569.661560 Iteration 38F: 3 clusters Score -210955.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Entering Unmasked Estep Score: -20433.750000 Penalty: 217.023499 Iteration 0F: 2 clusters Score -20433.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19970.443359 Penalty: 434.046997 Iteration 0F: 3 clusters Score -19970.44 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -20562.416016 Penalty: 434.046997 Iteration 1F: 3 clusters Score -20562.42 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -20871.638672 Penalty: 434.046997 Iteration 2F: 3 clusters Score -20871.64 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -21051.332031 Penalty: 434.046997 Iteration 3F: 3 clusters Score -21051.33 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -21092.990234 Penalty: 434.046997 Iteration 4Q: 3 clusters Score -21092.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -21112.441406 Penalty: 434.046997 Iteration 5Q: 3 clusters Score -21112.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -21129.507812 Penalty: 434.046997 Iteration 6Q: 3 clusters Score -21129.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -21136.615234 Penalty: 434.046997 Iteration 7Q: 3 clusters Score -21136.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -21143.845703 Penalty: 434.046997 Iteration 8Q: 3 clusters Score -21143.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21153.634766 Penalty: 434.046997 Iteration 9Q: 3 clusters Score -21153.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21156.312500 Penalty: 434.046997 Iteration 10Q: 3 clusters Score -21156.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21156.683594 Penalty: 434.046997 Iteration 11Q: 3 clusters Score -21156.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21156.853516 Penalty: 434.046997 Iteration 12Q: 3 clusters Score -21156.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21157.013672 Penalty: 434.046997 Iteration 13Q: 3 clusters Score -21157.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21157.558594 Penalty: 434.046997 Iteration 14F: 3 clusters Score -21157.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21161.791016 Penalty: 434.046997 Iteration 15Q: 3 clusters Score -21161.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21162.714844 Penalty: 434.046997 Iteration 16Q: 3 clusters Score -21162.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -21163.318359 Penalty: 434.046997 Iteration 17Q: 3 clusters Score -21163.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -21166.234375 Penalty: 434.046997 Iteration 18Q: 3 clusters Score -21166.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -21167.914062 Penalty: 434.046997 Iteration 19Q: 3 clusters Score -21167.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21168.511719 Penalty: 434.046997 Iteration 20F: 3 clusters Score -21168.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21168.867188 Penalty: 434.046997 Iteration 21Q: 3 clusters Score -21168.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21168.867188 Penalty: 434.046997 Iteration 22F: 3 clusters Score -21168.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 5210 members Mstep: Class 8 contains 3205 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Entering Unmasked Estep Score: -18520318.000000 Penalty: 15011.616211 Splitting cluster 6 changes total score from -18517006.000000 to -18520318.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 7 (5210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Entering Unmasked Estep Score: -211807.750000 Penalty: 282.425079 Iteration 0F: 2 clusters Score -211807.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -208353.218750 Penalty: 564.850159 Iteration 0F: 3 clusters Score -208353.2 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -209946.875000 Penalty: 564.850159 Iteration 1F: 3 clusters Score -209946.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -210325.718750 Penalty: 564.850159 Iteration 2F: 3 clusters Score -210325.7 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -210739.921875 Penalty: 564.850159 Iteration 3F: 3 clusters Score -210739.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -211176.328125 Penalty: 564.850159 Iteration 4F: 3 clusters Score -211176.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -211640.421875 Penalty: 564.850159 Iteration 5F: 3 clusters Score -211640.4 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -212239.781250 Penalty: 564.850159 Iteration 6F: 3 clusters Score -212239.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -212497.140625 Penalty: 564.850159 Iteration 7F: 3 clusters Score -212497.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -212641.906250 Penalty: 564.850159 Iteration 8Q: 3 clusters Score -212641.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -212780.375000 Penalty: 564.850159 Iteration 9Q: 3 clusters Score -212780.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -212943.843750 Penalty: 564.850159 Iteration 10Q: 3 clusters Score -212943.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -213172.765625 Penalty: 564.850159 Iteration 11Q: 3 clusters Score -213172.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -213426.718750 Penalty: 564.850159 Iteration 12Q: 3 clusters Score -213426.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -213597.343750 Penalty: 564.850159 Iteration 13Q: 3 clusters Score -213597.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -213669.171875 Penalty: 564.850159 Iteration 14Q: 3 clusters Score -213669.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -213691.171875 Penalty: 564.850159 Iteration 15Q: 3 clusters Score -213691.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -213702.359375 Penalty: 564.850159 Iteration 16Q: 3 clusters Score -213702.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -213713.312500 Penalty: 564.850159 Iteration 17Q: 3 clusters Score -213713.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -213719.500000 Penalty: 564.850159 Iteration 18Q: 3 clusters Score -213719.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -213721.828125 Penalty: 564.850159 Iteration 19Q: 3 clusters Score -213721.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -213735.390625 Penalty: 564.850159 Iteration 20F: 3 clusters Score -213735.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -213739.359375 Penalty: 564.850159 Iteration 21Q: 3 clusters Score -213739.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -213745.203125 Penalty: 564.850159 Iteration 22Q: 3 clusters Score -213745.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -213749.218750 Penalty: 564.850159 Iteration 23Q: 3 clusters Score -213749.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -213754.468750 Penalty: 564.850159 Iteration 24Q: 3 clusters Score -213754.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -213760.093750 Penalty: 564.850159 Iteration 25Q: 3 clusters Score -213760.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -213771.953125 Penalty: 564.850159 Iteration 26Q: 3 clusters Score -213772 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -213786.343750 Penalty: 564.850159 Iteration 27Q: 3 clusters Score -213786.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -213814.734375 Penalty: 564.850159 Iteration 28Q: 3 clusters Score -213814.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -213870.953125 Penalty: 564.850159 Iteration 29Q: 3 clusters Score -213871 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -213967.656250 Penalty: 564.850159 Iteration 30Q: 3 clusters Score -213967.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -214076.296875 Penalty: 564.850159 Iteration 31Q: 3 clusters Score -214076.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -214138.437500 Penalty: 564.850159 Iteration 32Q: 3 clusters Score -214138.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -214164.890625 Penalty: 564.850159 Iteration 33Q: 3 clusters Score -214164.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -214170.015625 Penalty: 564.850159 Iteration 34Q: 3 clusters Score -214170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -214170.734375 Penalty: 564.850159 Iteration 35Q: 3 clusters Score -214170.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -214170.890625 Penalty: 564.850159 Iteration 36Q: 3 clusters Score -214170.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -214171.578125 Penalty: 564.850159 Iteration 37Q: 3 clusters Score -214171.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -214171.968750 Penalty: 564.850159 Iteration 38Q: 3 clusters Score -214172 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -214172.656250 Penalty: 564.850159 Iteration 39F: 3 clusters Score -214172.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -214172.671875 Penalty: 564.850159 Iteration 40F: 3 clusters Score -214172.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -214172.375000 Penalty: 564.850159 Iteration 41Q: 3 clusters Score -214172.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -214172.375000 Penalty: 564.850159 Iteration 42F: 3 clusters Score -214172.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 3205 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Entering Unmasked Estep Score: -18522494.000000 Penalty: 15440.519531 Splitting cluster 7 changes total score from -18517006.000000 to -18522494.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 8 (3205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Entering Unmasked Estep Score: -134089.859375 Penalty: 266.391449 Iteration 0F: 2 clusters Score -134089.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -131933.078125 Penalty: 532.782898 Iteration 0F: 3 clusters Score -131933.1 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -132975.765625 Penalty: 532.782898 Iteration 1F: 3 clusters Score -132975.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -133259.375000 Penalty: 532.782898 Iteration 2F: 3 clusters Score -133259.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -133610.796875 Penalty: 532.782898 Iteration 3F: 3 clusters Score -133610.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -133961.765625 Penalty: 532.782898 Iteration 4F: 3 clusters Score -133961.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -134279.328125 Penalty: 532.782898 Iteration 5F: 3 clusters Score -134279.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -134539.250000 Penalty: 532.782898 Iteration 6F: 3 clusters Score -134539.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -134645.296875 Penalty: 532.782898 Iteration 7Q: 3 clusters Score -134645.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -134677.671875 Penalty: 532.782898 Iteration 8Q: 3 clusters Score -134677.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -134694.265625 Penalty: 532.782898 Iteration 9Q: 3 clusters Score -134694.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -134700.828125 Penalty: 532.782898 Iteration 10Q: 3 clusters Score -134700.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -134704.156250 Penalty: 532.782898 Iteration 11Q: 3 clusters Score -134704.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -134705.750000 Penalty: 532.782898 Iteration 12Q: 3 clusters Score -134705.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -134706.828125 Penalty: 532.782898 Iteration 13Q: 3 clusters Score -134706.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -134707.140625 Penalty: 532.782898 Iteration 14Q: 3 clusters Score -134707.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -134707.140625 Penalty: 532.782898 Iteration 15F: 3 clusters Score -134707.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 4896 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Entering Unmasked Estep Score: -18522948.000000 Penalty: 15869.422852 Splitting cluster 8 changes total score from -18517006.000000 to -18522948.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 9 (4896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Entering Unmasked Estep Score: -222274.968750 Penalty: 280.373749 Iteration 0F: 2 clusters Score -222275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -219137.218750 Penalty: 560.747498 Iteration 0F: 3 clusters Score -219137.2 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -221357.875000 Penalty: 560.747498 Iteration 1F: 3 clusters Score -221357.9 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -222090.875000 Penalty: 560.747498 Iteration 2F: 3 clusters Score -222090.9 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -222585.781250 Penalty: 560.747498 Iteration 3F: 3 clusters Score -222585.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -222773.765625 Penalty: 560.747498 Iteration 4Q: 3 clusters Score -222773.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -222853.515625 Penalty: 560.747498 Iteration 5Q: 3 clusters Score -222853.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -222877.921875 Penalty: 560.747498 Iteration 6Q: 3 clusters Score -222877.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -222885.046875 Penalty: 560.747498 Iteration 7Q: 3 clusters Score -222885 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -222889.062500 Penalty: 560.747498 Iteration 8Q: 3 clusters Score -222889.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -222891.437500 Penalty: 560.747498 Iteration 9Q: 3 clusters Score -222891.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -222891.953125 Penalty: 560.747498 Iteration 10Q: 3 clusters Score -222892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -222892.265625 Penalty: 560.747498 Iteration 11Q: 3 clusters Score -222892.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -222892.765625 Penalty: 560.747498 Iteration 12Q: 3 clusters Score -222892.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -222893.000000 Penalty: 560.747498 Iteration 13Q: 3 clusters Score -222893 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -222892.859375 Penalty: 560.747498 Iteration 14Q: 3 clusters Score -222892.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -222893.171875 Penalty: 560.747498 Iteration 15Q: 3 clusters Score -222893.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -222893.171875 Penalty: 560.747498 Iteration 16F: 3 clusters Score -222893.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 39236 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Entering Unmasked Estep Score: -18523386.000000 Penalty: 16298.326172 Splitting cluster 9 changes total score from -18517006.000000 to -18523386.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 10 (39236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39236 members Entering Unmasked Estep Score: -1819261.750000 Penalty: 349.052551 Iteration 0F: 2 clusters Score -1819262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19691 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -1792802.750000 Penalty: 698.105103 Iteration 0F: 3 clusters Score -1792803 nChanged 19149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21884 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -1804690.250000 Penalty: 698.105103 Iteration 1F: 3 clusters Score -1804690 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22834 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -1805965.375000 Penalty: 698.105103 Iteration 2F: 3 clusters Score -1805965 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23746 members Mstep: Class 2 contains 15490 members Entering Unmasked Estep Score: -1807885.375000 Penalty: 698.105103 Iteration 3F: 3 clusters Score -1807885 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24322 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -1810814.500000 Penalty: 698.105103 Iteration 4F: 3 clusters Score -1810814 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24431 members Mstep: Class 2 contains 14805 members Entering Unmasked Estep Score: -1814218.375000 Penalty: 698.105103 Iteration 5F: 3 clusters Score -1814218 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24275 members Mstep: Class 2 contains 14961 members Entering Unmasked Estep Score: -1816431.125000 Penalty: 698.105103 Iteration 6F: 3 clusters Score -1816431 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24055 members Mstep: Class 2 contains 15181 members Entering Unmasked Estep Score: -1817546.250000 Penalty: 698.105103 Iteration 7F: 3 clusters Score -1817546 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23847 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -1818141.125000 Penalty: 698.105103 Iteration 8Q: 3 clusters Score -1818141 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -1818533.500000 Penalty: 698.105103 Iteration 9Q: 3 clusters Score -1818534 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23379 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -1818834.875000 Penalty: 698.105103 Iteration 10Q: 3 clusters Score -1818835 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23182 members Mstep: Class 2 contains 16054 members Entering Unmasked Estep Score: -1819109.625000 Penalty: 698.105103 Iteration 11Q: 3 clusters Score -1819110 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22957 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -1819361.000000 Penalty: 698.105103 Iteration 12Q: 3 clusters Score -1819361 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22719 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -1819600.500000 Penalty: 698.105103 Iteration 13Q: 3 clusters Score -1819600 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22468 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -1819843.250000 Penalty: 698.105103 Iteration 14Q: 3 clusters Score -1819843 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 17050 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1820759.000000 Penalty: 698.105103 Iteration 19Q: 3 clusters Score -1820759 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 17911 members Entering Unmasked Estep Score: -1820883.375000 Penalty: 698.105103 Iteration 20F: 3 clusters Score -1820883 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 18031 members Entering Unmasked Estep Score: -1820954.125000 Penalty: 698.105103 Iteration 21Q: 3 clusters Score -1820954 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 18111 members Entering Unmasked Estep Score: -1820982.250000 Penalty: 698.105103 Iteration 22Q: 3 clusters Score -1820982 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21053 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -1821005.250000 Penalty: 698.105103 Iteration 23Q: 3 clusters Score -1821005 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20973 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -1821013.625000 Penalty: 698.105103 Iteration 24Q: 3 clusters Score -1821014 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20912 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -1821030.875000 Penalty: 698.105103 Iteration 25Q: 3 clusters Score -1821031 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 18371 members Entering Unmasked Estep Score: -1821036.000000 Penalty: 698.105103 Iteration 26Q: 3 clusters Score -1821036 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20813 members Mstep: 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contains 0 members Mstep: Class 1 contains 20424 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -1821052.125000 Penalty: 698.105103 Iteration 43Q: 3 clusters Score -1821052 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20401 members Mstep: Class 2 contains 18835 members Entering Unmasked Estep Score: -1821054.500000 Penalty: 698.105103 Iteration 44Q: 3 clusters Score -1821054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 18863 members Entering Unmasked Estep Score: -1821055.000000 Penalty: 698.105103 Iteration 45Q: 3 clusters Score -1821055 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20343 members Mstep: Class 2 contains 18893 members Entering Unmasked Estep Score: -1821055.125000 Penalty: 698.105103 Iteration 46Q: 3 clusters Score -1821055 nChanged 33 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20152 members Mstep: Class 2 contains 19084 members Entering Unmasked Estep Score: -1821065.000000 Penalty: 698.105103 Iteration 51Q: 3 clusters Score -1821065 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -1821065.125000 Penalty: 698.105103 Iteration 52Q: 3 clusters Score -1821065 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -1821064.875000 Penalty: 698.105103 Iteration 53Q: 3 clusters Score -1821065 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20004 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -1821066.625000 Penalty: 698.105103 Iteration 54Q: 3 clusters Score -1821067 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -1821060.625000 Penalty: 698.105103 Iteration 55Q: 3 clusters Score -1821061 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19916 members Mstep: Class 2 contains 19320 members Entering Unmasked Estep Score: -1821063.500000 Penalty: 698.105103 Iteration 56Q: 3 clusters Score -1821064 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Mstep: Class 2 contains 19373 members Entering Unmasked Estep Score: -1821061.125000 Penalty: 698.105103 Iteration 57Q: 3 clusters Score -1821061 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19809 members Mstep: Class 2 contains 19427 members Entering Unmasked Estep Score: -1821064.125000 Penalty: 698.105103 Iteration 58Q: 3 clusters 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64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 21541 members Entering Unmasked Estep Score: -1821122.750000 Penalty: 698.105103 Iteration 106Q: 3 clusters Score -1821123 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 21606 members Entering Unmasked Estep Score: -1821124.750000 Penalty: 698.105103 Iteration 107Q: 3 clusters Score -1821125 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 21675 members Entering Unmasked Estep Score: -1821129.250000 Penalty: 698.105103 Iteration 108Q: 3 clusters Score -1821129 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -1821126.500000 Penalty: 698.105103 Iteration 109Q: 3 clusters 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Iteration 113Q: 3 clusters Score -1821155 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 22295 members Entering Unmasked Estep Score: -1821153.000000 Penalty: 698.105103 Iteration 114Q: 3 clusters Score -1821153 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16809 members Mstep: Class 2 contains 22427 members Entering Unmasked Estep Score: -1821167.125000 Penalty: 698.105103 Iteration 115Q: 3 clusters Score -1821167 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 22577 members Entering Unmasked Estep Score: -1821177.250000 Penalty: 698.105103 Iteration 116Q: 3 clusters Score -1821177 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 22734 members Entering Unmasked Estep Score: -1821188.125000 Penalty: 698.105103 Iteration 117Q: 3 clusters Score -1821188 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16349 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -1821200.875000 Penalty: 698.105103 Iteration 118Q: 3 clusters Score -1821201 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 23052 members Entering Unmasked Estep Score: -1821216.250000 Penalty: 698.105103 Iteration 119Q: 3 clusters Score -1821216 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16028 members Mstep: Class 2 contains 23208 members Entering Unmasked Estep Score: -1821230.000000 Penalty: 698.105103 Iteration 120F: 3 clusters Score -1821230 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15886 members Mstep: Class 2 contains 23350 members Entering Unmasked Estep Score: -1821234.500000 Penalty: 698.105103 Iteration 121Q: 3 clusters Score -1821234 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15744 members Mstep: Class 2 contains 23492 members Entering Unmasked Estep Score: -1821252.625000 Penalty: 698.105103 Iteration 122Q: 3 clusters Score -1821253 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15604 members Mstep: Class 2 contains 23632 members Entering Unmasked Estep Score: -1821264.125000 Penalty: 698.105103 Iteration 123Q: 3 clusters Score -1821264 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15462 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -1821271.375000 Penalty: 698.105103 Iteration 124Q: 3 clusters Score -1821271 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -1821290.625000 Penalty: 698.105103 Iteration 125Q: 3 clusters Score -1821291 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15128 members Mstep: Class 2 contains 24108 members Entering Unmasked Estep Score: -1821304.875000 Penalty: 698.105103 Iteration 126Q: 3 clusters Score -1821305 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 24280 members Entering Unmasked Estep Score: -1821313.625000 Penalty: 698.105103 Iteration 127Q: 3 clusters Score -1821314 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 24438 members Entering Unmasked Estep Score: -1821335.375000 Penalty: 698.105103 Iteration 128Q: 3 clusters Score -1821335 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14635 members Mstep: Class 2 contains 24601 members Entering Unmasked Estep Score: -1821346.500000 Penalty: 698.105103 Iteration 129Q: 3 clusters Score -1821346 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 24749 members Entering Unmasked Estep Score: -1821352.500000 Penalty: 698.105103 Iteration 130Q: 3 clusters Score -1821352 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 24916 members Entering Unmasked Estep Score: -1821361.750000 Penalty: 698.105103 Iteration 131Q: 3 clusters Score -1821362 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 25086 members Entering Unmasked Estep Score: -1821389.250000 Penalty: 698.105103 Iteration 132Q: 3 clusters Score -1821389 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 25953 members Entering Unmasked Estep Score: -1821483.750000 Penalty: 698.105103 Iteration 137Q: 3 clusters Score -1821484 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 26115 members Entering Unmasked Estep Score: -1821502.000000 Penalty: 698.105103 Iteration 138Q: 3 clusters Score -1821502 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 26266 members Entering Unmasked Estep Score: -1821519.125000 Penalty: 698.105103 Iteration 139Q: 3 clusters Score -1821519 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Mstep: Class 2 contains 26440 members Entering Unmasked Estep Score: -1821536.750000 Penalty: 698.105103 Iteration 140F: 3 clusters Score -1821537 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12605 members Mstep: Class 2 contains 26631 members Entering Unmasked Estep Score: -1821548.875000 Penalty: 698.105103 Iteration 141Q: 3 clusters Score -1821549 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 26803 members Entering Unmasked Estep Score: -1821566.250000 Penalty: 698.105103 Iteration 142Q: 3 clusters Score -1821566 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 26981 members Entering Unmasked Estep Score: -1821584.250000 Penalty: 698.105103 Iteration 143Q: 3 clusters Score -1821584 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 27169 members Entering Unmasked Estep Score: -1821607.750000 Penalty: 698.105103 Iteration 144Q: 3 clusters Score -1821608 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -1821619.250000 Penalty: 698.105103 Iteration 145Q: 3 clusters Score -1821619 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 27522 members Entering Unmasked Estep Score: -1821638.500000 Penalty: 698.105103 Iteration 146Q: 3 clusters Score -1821638 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 27693 members Entering Unmasked Estep Score: -1821661.875000 Penalty: 698.105103 Iteration 147Q: 3 clusters Score -1821662 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 27867 members Entering Unmasked Estep Score: -1821681.375000 Penalty: 698.105103 Iteration 148Q: 3 clusters Score -1821681 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 28032 members Entering Unmasked Estep Score: -1821698.625000 Penalty: 698.105103 Iteration 149Q: 3 clusters Score -1821699 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 28177 members Entering Unmasked Estep Score: -1821709.875000 Penalty: 698.105103 Iteration 150Q: 3 clusters Score -1821710 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 28326 members Entering Unmasked Estep Score: -1821721.250000 Penalty: 698.105103 Iteration 151Q: 3 clusters Score -1821721 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 28471 members Entering Unmasked Estep Score: -1821746.375000 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Entering Unmasked Estep Score: -1821841.875000 Penalty: 698.105103 Iteration 160F: 3 clusters Score -1821842 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 29714 members Entering Unmasked Estep Score: -1821850.500000 Penalty: 698.105103 Iteration 161Q: 3 clusters Score -1821850 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 29806 members Entering Unmasked Estep Score: -1821852.000000 Penalty: 698.105103 Iteration 162Q: 3 clusters Score -1821852 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 29896 members Entering Unmasked Estep Score: -1821853.625000 Penalty: 698.105103 Iteration 163Q: 3 clusters Score -1821854 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 29973 members Entering Unmasked Estep Score: -1821853.875000 Penalty: 698.105103 Iteration 164Q: 3 clusters Score -1821854 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 30040 members Entering Unmasked Estep Score: -1821857.500000 Penalty: 698.105103 Iteration 165Q: 3 clusters Score -1821858 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 30111 members Entering Unmasked Estep Score: -1821866.250000 Penalty: 698.105103 Iteration 166Q: 3 clusters Score -1821866 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 30191 members Entering Unmasked Estep Score: -1821865.250000 Penalty: 698.105103 Iteration 167Q: 3 clusters Score -1821865 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 31131 members Entering Unmasked Estep Score: -1821901.000000 Penalty: 698.105103 Iteration 188Q: 3 clusters Score -1821901 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 31194 members Entering Unmasked Estep Score: -1821904.375000 Penalty: 698.105103 Iteration 189Q: 3 clusters Score -1821904 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 31249 members Entering Unmasked Estep Score: -1821910.625000 Penalty: 698.105103 Iteration 190Q: 3 clusters Score -1821911 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 31305 members Entering Unmasked Estep Score: -1821916.375000 Penalty: 698.105103 Iteration 191Q: 3 clusters Score -1821916 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 31366 members Entering Unmasked Estep Score: -1821917.625000 Penalty: 698.105103 Iteration 192Q: 3 clusters Score -1821918 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 31422 members Entering Unmasked Estep Score: -1821919.625000 Penalty: 698.105103 Iteration 193Q: 3 clusters Score -1821920 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 31480 members Entering Unmasked Estep Score: -1821926.625000 Penalty: 698.105103 Iteration 194Q: 3 clusters Score -1821927 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 31540 members Entering Unmasked Estep Score: -1821925.250000 Penalty: 698.105103 Iteration 195Q: 3 clusters 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Unmasked Estep Score: -1821938.125000 Penalty: 698.105103 Iteration 211Q: 3 clusters Score -1821938 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 32187 members Entering Unmasked Estep Score: -1821944.625000 Penalty: 698.105103 Iteration 212Q: 3 clusters Score -1821945 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -1821955.250000 Penalty: 698.105103 Iteration 213Q: 3 clusters Score -1821955 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 32271 members Entering Unmasked Estep Score: -1821951.125000 Penalty: 698.105103 Iteration 214Q: 3 clusters Score -1821951 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 32299 members Entering Unmasked Estep Score: -1821952.000000 Penalty: 698.105103 Iteration 215Q: 3 clusters Score -1821952 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 32339 members Entering Unmasked Estep Score: -1821953.125000 Penalty: 698.105103 Iteration 216Q: 3 clusters Score -1821953 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 32376 members Entering Unmasked Estep Score: -1821949.750000 Penalty: 698.105103 Iteration 217Q: 3 clusters Score -1821950 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 32409 members Entering Unmasked Estep Score: -1821962.750000 Penalty: 698.105103 Iteration 218Q: 3 clusters Score -1821963 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 32444 members Entering Unmasked Estep Score: -1821960.000000 Penalty: 698.105103 Iteration 219Q: 3 clusters Score -1821960 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 32474 members Entering Unmasked Estep Score: -1821963.250000 Penalty: 698.105103 Iteration 220F: 3 clusters Score -1821963 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 32506 members Entering Unmasked Estep Score: -1821960.625000 Penalty: 698.105103 Iteration 221Q: 3 clusters Score -1821961 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 32537 members Entering Unmasked Estep Score: -1821962.000000 Penalty: 698.105103 Iteration 222Q: 3 clusters Score -1821962 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 32564 members Entering Unmasked Estep Score: -1821960.375000 Penalty: 698.105103 Iteration 223Q: 3 clusters Score -1821960 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 32591 members Entering Unmasked Estep Score: -1821963.750000 Penalty: 698.105103 Iteration 224Q: 3 clusters Score -1821964 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 32614 members Entering Unmasked Estep Score: -1821962.375000 Penalty: 698.105103 Iteration 225Q: 3 clusters Score -1821962 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 32635 members Entering Unmasked Estep Score: -1821965.250000 Penalty: 698.105103 Iteration 226Q: 3 clusters Score -1821965 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -1821966.125000 Penalty: 698.105103 Iteration 227Q: 3 clusters Score -1821966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 32660 members Entering Unmasked Estep Score: -1821964.875000 Penalty: 698.105103 Iteration 228Q: 3 clusters Score -1821965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 32666 members Entering Unmasked Estep Score: -1821966.000000 Penalty: 698.105103 Iteration 229Q: 3 clusters Score -1821966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 32671 members Entering Unmasked Estep Score: -1821967.375000 Penalty: 698.105103 Iteration 230Q: 3 clusters Score -1821967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 32680 members Entering Unmasked Estep Score: -1821969.125000 Penalty: 698.105103 Iteration 231Q: 3 clusters Score -1821969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 32685 members Entering Unmasked Estep Score: -1821969.625000 Penalty: 698.105103 Iteration 232Q: 3 clusters Score -1821970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 32688 members Entering Unmasked Estep Score: -1821969.500000 Penalty: 698.105103 Iteration 233Q: 3 clusters Score -1821970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 32691 members Entering Unmasked Estep Score: -1821970.125000 Penalty: 698.105103 Iteration 234Q: 3 clusters Score -1821970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 32693 members Entering Unmasked Estep Score: -1821971.875000 Penalty: 698.105103 Iteration 235Q: 3 clusters Score -1821972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 32696 members Entering Unmasked Estep Score: -1821974.250000 Penalty: 698.105103 Iteration 236Q: 3 clusters Score -1821974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 32701 members Entering Unmasked Estep Score: -1821974.500000 Penalty: 698.105103 Iteration 237Q: 3 clusters Score -1821974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 32704 members Entering Unmasked Estep Score: -1821975.750000 Penalty: 698.105103 Iteration 238Q: 3 clusters Score -1821976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 32706 members Entering Unmasked Estep Score: -1821977.375000 Penalty: 698.105103 Iteration 239Q: 3 clusters Score -1821977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 32708 members Entering Unmasked Estep Score: -1821976.625000 Penalty: 698.105103 Iteration 240F: 3 clusters Score -1821977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 32711 members Entering Unmasked Estep Score: -1821976.250000 Penalty: 698.105103 Iteration 241Q: 3 clusters Score -1821976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 32715 members Entering Unmasked Estep Score: -1821976.750000 Penalty: 698.105103 Iteration 242Q: 3 clusters Score -1821977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 32718 members Entering Unmasked Estep Score: -1821976.125000 Penalty: 698.105103 Iteration 243Q: 3 clusters Score -1821976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 32722 members Entering Unmasked Estep Score: -1821977.500000 Penalty: 698.105103 Iteration 244Q: 3 clusters Score -1821978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 32725 members Entering Unmasked Estep Score: -1821975.875000 Penalty: 698.105103 Iteration 245Q: 3 clusters Score -1821976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 32731 members Entering Unmasked Estep Score: -1821972.875000 Penalty: 698.105103 Iteration 246Q: 3 clusters Score -1821973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 32737 members Entering Unmasked Estep Score: -1821972.375000 Penalty: 698.105103 Iteration 247Q: 3 clusters Score -1821972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 32740 members Entering Unmasked Estep Score: -1821973.500000 Penalty: 698.105103 Iteration 248Q: 3 clusters Score -1821974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 32742 members Entering Unmasked Estep Score: -1821972.125000 Penalty: 698.105103 Iteration 249Q: 3 clusters Score -1821972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 32745 members Entering Unmasked Estep Score: -1821973.000000 Penalty: 698.105103 Iteration 250Q: 3 clusters Score -1821973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 32748 members Entering Unmasked Estep Score: -1821972.625000 Penalty: 698.105103 Iteration 251Q: 3 clusters Score -1821973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 32752 members Entering Unmasked Estep Score: -1821974.625000 Penalty: 698.105103 Iteration 252Q: 3 clusters Score -1821975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 32757 members Entering Unmasked Estep Score: -1821970.750000 Penalty: 698.105103 Iteration 253Q: 3 clusters Score -1821971 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 32764 members Entering Unmasked Estep Score: -1821972.875000 Penalty: 698.105103 Iteration 254Q: 3 clusters Score -1821973 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 32772 members Entering Unmasked Estep Score: -1821974.375000 Penalty: 698.105103 Iteration 255Q: 3 clusters Score -1821974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 32779 members Entering Unmasked Estep Score: -1821974.375000 Penalty: 698.105103 Iteration 256Q: 3 clusters Score -1821974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 32786 members Entering Unmasked Estep Score: -1821976.750000 Penalty: 698.105103 Iteration 257Q: 3 clusters Score -1821977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 32791 members Entering Unmasked Estep Score: -1821975.625000 Penalty: 698.105103 Iteration 258Q: 3 clusters Score -1821976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 32800 members Entering Unmasked Estep Score: -1821978.875000 Penalty: 698.105103 Iteration 259Q: 3 clusters Score -1821979 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 32812 members Entering Unmasked Estep Score: -1821982.875000 Penalty: 698.105103 Iteration 260F: 3 clusters Score -1821983 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 32828 members Entering Unmasked Estep Score: -1821979.375000 Penalty: 698.105103 Iteration 261Q: 3 clusters Score -1821979 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 32844 members Entering Unmasked Estep Score: -1821982.125000 Penalty: 698.105103 Iteration 262Q: 3 clusters Score -1821982 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -1821985.750000 Penalty: 698.105103 Iteration 263Q: 3 clusters Score -1821986 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 32881 members Entering Unmasked Estep Score: -1821986.500000 Penalty: 698.105103 Iteration 264Q: 3 clusters Score -1821986 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 32899 members Entering Unmasked Estep Score: -1821984.125000 Penalty: 698.105103 Iteration 265Q: 3 clusters Score -1821984 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 32916 members Entering Unmasked Estep Score: -1821988.625000 Penalty: 698.105103 Iteration 266Q: 3 clusters Score -1821989 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 32928 members Entering Unmasked Estep Score: -1821987.875000 Penalty: 698.105103 Iteration 267Q: 3 clusters Score -1821988 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 32940 members Entering Unmasked Estep Score: -1821984.500000 Penalty: 698.105103 Iteration 268Q: 3 clusters Score -1821984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 32944 members Entering Unmasked Estep Score: -1821987.000000 Penalty: 698.105103 Iteration 269Q: 3 clusters Score -1821987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 32946 members Entering Unmasked Estep Score: -1821986.750000 Penalty: 698.105103 Iteration 270Q: 3 clusters Score -1821987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 32949 members Entering Unmasked Estep Score: -1821986.875000 Penalty: 698.105103 Iteration 271Q: 3 clusters Score -1821987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 32952 members Entering Unmasked Estep Score: -1821987.250000 Penalty: 698.105103 Iteration 272Q: 3 clusters Score -1821987 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 32952 members Entering Unmasked Estep Score: -1821987.250000 Penalty: 698.105103 Iteration 273F: 3 clusters Score -1821987 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 5386 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Entering Unmasked Estep Score: -18526162.000000 Penalty: 16727.230469 Splitting cluster 10 changes total score from -18517006.000000 to -18526162.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 11 (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: -50114.093750 Penalty: 232.047455 Iteration 0F: 2 clusters Score -50114.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -49293.441406 Penalty: 464.094910 Iteration 0F: 3 clusters Score -49293.44 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -49577.042969 Penalty: 464.094910 Iteration 1F: 3 clusters Score -49577.04 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -49630.414062 Penalty: 464.094910 Iteration 2F: 3 clusters Score -49630.41 nChanged 56 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: -49666.296875 Penalty: 464.094910 Iteration 3Q: 3 clusters Score -49666.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -49700.820312 Penalty: 464.094910 Iteration 4F: 3 clusters Score -49700.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -49723.324219 Penalty: 464.094910 Iteration 5Q: 3 clusters Score -49723.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -49735.597656 Penalty: 464.094910 Iteration 6Q: 3 clusters Score -49735.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -49748.550781 Penalty: 464.094910 Iteration 7Q: 3 clusters Score -49748.55 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -49765.160156 Penalty: 464.094910 Iteration 8Q: 3 clusters Score -49765.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -49777.960938 Penalty: 464.094910 Iteration 9Q: 3 clusters Score -49777.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -49786.648438 Penalty: 464.094910 Iteration 10Q: 3 clusters Score -49786.65 nChanged 19 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: -49793.031250 Penalty: 464.094910 Iteration 11Q: 3 clusters Score -49793.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -49798.765625 Penalty: 464.094910 Iteration 12Q: 3 clusters Score -49798.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -49805.132812 Penalty: 464.094910 Iteration 13Q: 3 clusters Score -49805.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -49810.484375 Penalty: 464.094910 Iteration 14Q: 3 clusters Score -49810.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -49813.429688 Penalty: 464.094910 Iteration 15Q: 3 clusters Score -49813.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -49814.410156 Penalty: 464.094910 Iteration 16Q: 3 clusters Score -49814.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -49815.019531 Penalty: 464.094910 Iteration 17Q: 3 clusters Score -49815.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -49815.101562 Penalty: 464.094910 Iteration 18Q: 3 clusters Score -49815.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -49815.101562 Penalty: 464.094910 Iteration 19F: 3 clusters Score -49815.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Entering Unmasked Estep Score: -249847.562500 Penalty: 283.521423 Iteration 0F: 2 clusters Score -249847.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -246305.000000 Penalty: 567.042847 Iteration 0F: 3 clusters Score -246305 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -247892.765625 Penalty: 567.042847 Iteration 1F: 3 clusters Score -247892.8 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -248220.906250 Penalty: 567.042847 Iteration 2F: 3 clusters Score -248220.9 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -248649.171875 Penalty: 567.042847 Iteration 3F: 3 clusters Score -248649.2 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -249089.640625 Penalty: 567.042847 Iteration 4F: 3 clusters Score -249089.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -249334.296875 Penalty: 567.042847 Iteration 5Q: 3 clusters Score -249334.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -249453.953125 Penalty: 567.042847 Iteration 6Q: 3 clusters Score -249454 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -249522.531250 Penalty: 567.042847 Iteration 7Q: 3 clusters Score -249522.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -249619.328125 Penalty: 567.042847 Iteration 8Q: 3 clusters Score -249619.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -249741.359375 Penalty: 567.042847 Iteration 9Q: 3 clusters Score -249741.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -249838.921875 Penalty: 567.042847 Iteration 10Q: 3 clusters Score -249838.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -249909.343750 Penalty: 567.042847 Iteration 11Q: 3 clusters Score -249909.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -249956.140625 Penalty: 567.042847 Iteration 12Q: 3 clusters Score -249956.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -249995.078125 Penalty: 567.042847 Iteration 13Q: 3 clusters Score -249995.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -250016.750000 Penalty: 567.042847 Iteration 14Q: 3 clusters Score -250016.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -250025.640625 Penalty: 567.042847 Iteration 15Q: 3 clusters Score -250025.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -250033.875000 Penalty: 567.042847 Iteration 16Q: 3 clusters Score -250033.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -250038.046875 Penalty: 567.042847 Iteration 17Q: 3 clusters Score -250038 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -250043.265625 Penalty: 567.042847 Iteration 18Q: 3 clusters Score -250043.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -250047.578125 Penalty: 567.042847 Iteration 19Q: 3 clusters Score -250047.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -250050.828125 Penalty: 567.042847 Iteration 20F: 3 clusters Score -250050.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -250051.843750 Penalty: 567.042847 Iteration 21Q: 3 clusters Score -250051.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -250053.703125 Penalty: 567.042847 Iteration 22Q: 3 clusters Score -250053.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -250056.125000 Penalty: 567.042847 Iteration 23Q: 3 clusters Score -250056.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -250057.312500 Penalty: 567.042847 Iteration 24Q: 3 clusters Score -250057.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -250059.312500 Penalty: 567.042847 Iteration 25Q: 3 clusters Score -250059.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -250060.171875 Penalty: 567.042847 Iteration 26Q: 3 clusters Score -250060.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -250060.593750 Penalty: 567.042847 Iteration 27Q: 3 clusters Score -250060.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -250060.921875 Penalty: 567.042847 Iteration 28Q: 3 clusters Score -250060.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -250061.640625 Penalty: 567.042847 Iteration 29Q: 3 clusters Score -250061.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -250061.984375 Penalty: 567.042847 Iteration 30Q: 3 clusters Score -250062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -250061.984375 Penalty: 567.042847 Iteration 31F: 3 clusters Score -250062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 33874 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Entering Unmasked Estep Score: -18526184.000000 Penalty: 17156.132812 Splitting cluster 12 changes total score from -18517006.000000 to -18526184.000000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 13 (16198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Entering Unmasked Estep Score: -689810.875000 Penalty: 319.857239 Iteration 0F: 2 clusters Score -689810.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -678994.062500 Penalty: 639.714478 Iteration 0F: 3 clusters Score -678994.1 nChanged 7690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -683348.437500 Penalty: 639.714478 Iteration 1F: 3 clusters Score -683348.4 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -683855.500000 Penalty: 639.714478 Iteration 2F: 3 clusters Score -683855.5 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -684564.125000 Penalty: 639.714478 Iteration 3F: 3 clusters Score -684564.1 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -685518.312500 Penalty: 639.714478 Iteration 4F: 3 clusters Score -685518.3 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -686606.375000 Penalty: 639.714478 Iteration 5F: 3 clusters Score -686606.4 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -687767.062500 Penalty: 639.714478 Iteration 6F: 3 clusters Score -687767.1 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -688731.062500 Penalty: 639.714478 Iteration 7F: 3 clusters Score -688731.1 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -689152.562500 Penalty: 639.714478 Iteration 8Q: 3 clusters Score -689152.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -689285.187500 Penalty: 639.714478 Iteration 9Q: 3 clusters Score -689285.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -689353.750000 Penalty: 639.714478 Iteration 10Q: 3 clusters Score -689353.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -689393.562500 Penalty: 639.714478 Iteration 11Q: 3 clusters Score -689393.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -689424.250000 Penalty: 639.714478 Iteration 12Q: 3 clusters Score -689424.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -689444.500000 Penalty: 639.714478 Iteration 13Q: 3 clusters Score -689444.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -689474.750000 Penalty: 639.714478 Iteration 14Q: 3 clusters Score -689474.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12551 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -689505.875000 Penalty: 639.714478 Iteration 15Q: 3 clusters Score -689505.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -689523.812500 Penalty: 639.714478 Iteration 16Q: 3 clusters Score -689523.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -689535.625000 Penalty: 639.714478 Iteration 17Q: 3 clusters Score -689535.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -689542.625000 Penalty: 639.714478 Iteration 18Q: 3 clusters Score -689542.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -689549.500000 Penalty: 639.714478 Iteration 19Q: 3 clusters Score -689549.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -689553.750000 Penalty: 639.714478 Iteration 20F: 3 clusters Score -689553.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -689554.937500 Penalty: 639.714478 Iteration 21Q: 3 clusters Score -689554.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12897 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -689557.375000 Penalty: 639.714478 Iteration 22Q: 3 clusters Score -689557.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -689560.125000 Penalty: 639.714478 Iteration 23Q: 3 clusters Score -689560.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -689560.250000 Penalty: 639.714478 Iteration 24Q: 3 clusters Score -689560.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -689561.562500 Penalty: 639.714478 Iteration 25Q: 3 clusters Score -689561.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -689563.625000 Penalty: 639.714478 Iteration 26Q: 3 clusters Score -689563.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -689568.250000 Penalty: 639.714478 Iteration 27Q: 3 clusters Score -689568.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -689574.937500 Penalty: 639.714478 Iteration 28Q: 3 clusters Score -689574.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -689583.000000 Penalty: 639.714478 Iteration 29Q: 3 clusters Score -689583 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -689588.187500 Penalty: 639.714478 Iteration 30Q: 3 clusters Score -689588.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13177 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -689591.250000 Penalty: 639.714478 Iteration 31Q: 3 clusters Score -689591.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -689597.187500 Penalty: 639.714478 Iteration 32Q: 3 clusters Score -689597.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -689601.875000 Penalty: 639.714478 Iteration 33Q: 3 clusters Score -689601.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -689608.250000 Penalty: 639.714478 Iteration 34Q: 3 clusters Score -689608.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -689615.250000 Penalty: 639.714478 Iteration 35Q: 3 clusters Score -689615.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -689621.250000 Penalty: 639.714478 Iteration 36Q: 3 clusters Score -689621.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -689624.312500 Penalty: 639.714478 Iteration 37Q: 3 clusters Score -689624.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -689625.750000 Penalty: 639.714478 Iteration 38Q: 3 clusters Score -689625.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -689628.750000 Penalty: 639.714478 Iteration 39Q: 3 clusters Score -689628.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -689631.625000 Penalty: 639.714478 Iteration 40F: 3 clusters Score -689631.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -689632.500000 Penalty: 639.714478 Iteration 41Q: 3 clusters Score -689632.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -689632.750000 Penalty: 639.714478 Iteration 42Q: 3 clusters Score -689632.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -689632.437500 Penalty: 639.714478 Iteration 43Q: 3 clusters Score -689632.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -689633.812500 Penalty: 639.714478 Iteration 44Q: 3 clusters Score -689633.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -689633.000000 Penalty: 639.714478 Iteration 45Q: 3 clusters Score -689633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13550 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -689633.375000 Penalty: 639.714478 Iteration 46Q: 3 clusters Score -689633.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -689633.687500 Penalty: 639.714478 Iteration 47Q: 3 clusters Score -689633.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13559 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -689632.500000 Penalty: 639.714478 Iteration 48Q: 3 clusters Score -689632.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13565 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -689634.500000 Penalty: 639.714478 Iteration 49Q: 3 clusters Score -689634.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -689635.000000 Penalty: 639.714478 Iteration 50Q: 3 clusters Score -689635 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -689638.000000 Penalty: 639.714478 Iteration 51Q: 3 clusters Score -689638 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13596 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -689639.437500 Penalty: 639.714478 Iteration 52Q: 3 clusters Score -689639.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -689639.312500 Penalty: 639.714478 Iteration 53Q: 3 clusters Score -689639.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13603 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -689639.125000 Penalty: 639.714478 Iteration 54Q: 3 clusters Score -689639.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -689640.000000 Penalty: 639.714478 Iteration 55Q: 3 clusters Score -689640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -689639.562500 Penalty: 639.714478 Iteration 56Q: 3 clusters Score -689639.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -689639.375000 Penalty: 639.714478 Iteration 57Q: 3 clusters Score -689639.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -689639.500000 Penalty: 639.714478 Iteration 58Q: 3 clusters Score -689639.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -689639.750000 Penalty: 639.714478 Iteration 59Q: 3 clusters Score -689639.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -689638.687500 Penalty: 639.714478 Iteration 60F: 3 clusters Score -689638.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -689638.562500 Penalty: 639.714478 Iteration 61Q: 3 clusters Score -689638.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -689638.500000 Penalty: 639.714478 Iteration 62Q: 3 clusters Score -689638.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -689638.500000 Penalty: 639.714478 Iteration 63F: 3 clusters Score -689638.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (33874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33874 members Entering Unmasked Estep Score: -1526259.500000 Penalty: 344.203278 Iteration 0F: 2 clusters Score -1526260 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -1503415.250000 Penalty: 688.406555 Iteration 0F: 3 clusters Score -1503415 nChanged 16548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 16311 members Entering Unmasked Estep Score: -1513182.375000 Penalty: 688.406555 Iteration 1F: 3 clusters Score -1513182 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 15948 members Entering Unmasked Estep Score: -1513800.125000 Penalty: 688.406555 Iteration 2Q: 3 clusters Score -1513800 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18437 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -1514482.125000 Penalty: 688.406555 Iteration 3Q: 3 clusters Score -1514482 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19062 members Mstep: Class 2 contains 14812 members Entering Unmasked Estep Score: -1515331.375000 Penalty: 688.406555 Iteration 4F: 3 clusters Score -1515331 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19716 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -1516310.750000 Penalty: 688.406555 Iteration 5F: 3 clusters Score -1516311 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20380 members Mstep: Class 2 contains 13494 members Entering Unmasked Estep Score: -1517565.000000 Penalty: 688.406555 Iteration 6F: 3 clusters Score -1517565 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -1518973.375000 Penalty: 688.406555 Iteration 7F: 3 clusters Score -1518973 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21425 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -1520041.875000 Penalty: 688.406555 Iteration 8Q: 3 clusters Score -1520042 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21784 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -1520746.000000 Penalty: 688.406555 Iteration 9Q: 3 clusters Score -1520746 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22155 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -1521132.375000 Penalty: 688.406555 Iteration 10Q: 3 clusters Score -1521132 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22531 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -1521367.750000 Penalty: 688.406555 Iteration 11Q: 3 clusters Score -1521368 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -1521559.375000 Penalty: 688.406555 Iteration 12Q: 3 clusters Score -1521559 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -1521742.375000 Penalty: 688.406555 Iteration 13Q: 3 clusters Score -1521742 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23789 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -1521929.875000 Penalty: 688.406555 Iteration 14Q: 3 clusters Score -1521930 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1522137.250000 Penalty: 688.406555 Iteration 15Q: 3 clusters Score -1522137 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24706 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1522341.500000 Penalty: 688.406555 Iteration 16Q: 3 clusters Score -1522342 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25188 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -1522586.875000 Penalty: 688.406555 Iteration 17Q: 3 clusters Score -1522587 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25650 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -1522820.750000 Penalty: 688.406555 Iteration 18Q: 3 clusters Score -1522821 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26157 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1523073.125000 Penalty: 688.406555 Iteration 19Q: 3 clusters Score -1523073 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26645 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1523302.375000 Penalty: 688.406555 Iteration 20F: 3 clusters Score -1523302 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1523550.375000 Penalty: 688.406555 Iteration 21Q: 3 clusters Score -1523550 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27685 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -1523791.500000 Penalty: 688.406555 Iteration 22Q: 3 clusters Score -1523792 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28149 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1523998.625000 Penalty: 688.406555 Iteration 23Q: 3 clusters Score -1523999 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28576 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1524185.375000 Penalty: 688.406555 Iteration 24Q: 3 clusters Score -1524185 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28959 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1524371.125000 Penalty: 688.406555 Iteration 25Q: 3 clusters Score -1524371 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29305 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1524527.875000 Penalty: 688.406555 Iteration 26Q: 3 clusters Score -1524528 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29648 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1524711.250000 Penalty: 688.406555 Iteration 27Q: 3 clusters Score -1524711 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29949 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -1524848.250000 Penalty: 688.406555 Iteration 28Q: 3 clusters Score -1524848 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30220 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1524962.875000 Penalty: 688.406555 Iteration 29Q: 3 clusters Score -1524963 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30481 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1525078.000000 Penalty: 688.406555 Iteration 30Q: 3 clusters Score -1525078 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30710 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1525175.000000 Penalty: 688.406555 Iteration 31Q: 3 clusters Score -1525175 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30954 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1525307.125000 Penalty: 688.406555 Iteration 32Q: 3 clusters Score -1525307 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31187 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1525452.250000 Penalty: 688.406555 Iteration 33Q: 3 clusters Score -1525452 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31414 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1525636.250000 Penalty: 688.406555 Iteration 34Q: 3 clusters Score -1525636 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31643 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1525933.250000 Penalty: 688.406555 Iteration 35Q: 3 clusters Score -1525933 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31819 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1526331.125000 Penalty: 688.406555 Iteration 36Q: 3 clusters Score -1526331 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31890 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1526487.375000 Penalty: 688.406555 Iteration 37Q: 3 clusters Score -1526487 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31927 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1526501.625000 Penalty: 688.406555 Iteration 38Q: 3 clusters Score -1526502 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31961 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1526508.500000 Penalty: 688.406555 Iteration 39Q: 3 clusters Score -1526508 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31979 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1526517.375000 Penalty: 688.406555 Iteration 40F: 3 clusters Score -1526517 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31989 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1526516.250000 Penalty: 688.406555 Iteration 41Q: 3 clusters Score -1526516 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31990 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1526520.750000 Penalty: 688.406555 Iteration 42Q: 3 clusters Score -1526521 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31985 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1526524.500000 Penalty: 688.406555 Iteration 43Q: 3 clusters Score -1526524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31968 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1526532.750000 Penalty: 688.406555 Iteration 44Q: 3 clusters Score -1526533 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31940 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1526553.125000 Penalty: 688.406555 Iteration 45Q: 3 clusters Score -1526553 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31895 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1526574.500000 Penalty: 688.406555 Iteration 46Q: 3 clusters Score -1526574 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31840 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1526613.500000 Penalty: 688.406555 Iteration 47Q: 3 clusters Score -1526614 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31786 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1526651.875000 Penalty: 688.406555 Iteration 48Q: 3 clusters Score -1526652 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31767 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1526662.500000 Penalty: 688.406555 Iteration 49Q: 3 clusters Score -1526662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31761 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1526663.125000 Penalty: 688.406555 Iteration 50Q: 3 clusters Score -1526663 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1526663.000000 Penalty: 688.406555 Iteration 51Q: 3 clusters Score -1526663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1526663.375000 Penalty: 688.406555 Iteration 52Q: 3 clusters Score -1526663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31758 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1526662.875000 Penalty: 688.406555 Iteration 53Q: 3 clusters Score -1526663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1526664.250000 Penalty: 688.406555 Iteration 54Q: 3 clusters Score -1526664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1526664.250000 Penalty: 688.406555 Iteration 55F: 3 clusters Score -1526664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 51278 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Entering Unmasked Estep Score: -18526500.000000 Penalty: 17585.035156 Splitting cluster 14 changes total score from -18517006.000000 to -18526500.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 15 (51278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51278 members Entering Unmasked Estep Score: -2364206.000000 Penalty: 357.885590 Iteration 0F: 2 clusters Score -2364206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25705 members Mstep: Class 2 contains 25573 members Entering Unmasked Estep Score: -2329756.000000 Penalty: 715.771179 Iteration 0F: 3 clusters Score -2329756 nChanged 25054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27335 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -2345830.000000 Penalty: 715.771179 Iteration 1F: 3 clusters Score -2345830 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28394 members Mstep: Class 2 contains 22884 members Entering Unmasked Estep Score: -2347268.750000 Penalty: 715.771179 Iteration 2F: 3 clusters Score -2347269 nChanged 3172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30000 members Mstep: Class 2 contains 21278 members Entering Unmasked Estep Score: -2348845.500000 Penalty: 715.771179 Iteration 3F: 3 clusters Score -2348846 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32131 members Mstep: Class 2 contains 19147 members Entering Unmasked Estep Score: -2350437.750000 Penalty: 715.771179 Iteration 4F: 3 clusters Score -2350438 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34686 members Mstep: Class 2 contains 16592 members Entering Unmasked Estep Score: -2352204.250000 Penalty: 715.771179 Iteration 5F: 3 clusters Score -2352204 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37641 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -2354237.250000 Penalty: 715.771179 Iteration 6F: 3 clusters Score -2354237 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40774 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -2356522.250000 Penalty: 715.771179 Iteration 7F: 3 clusters Score -2356522 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43651 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2358720.750000 Penalty: 715.771179 Iteration 8F: 3 clusters Score -2358721 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45957 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -2360607.750000 Penalty: 715.771179 Iteration 9Q: 3 clusters Score -2360608 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47622 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -2362285.750000 Penalty: 715.771179 Iteration 10Q: 3 clusters Score -2362286 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48690 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -2364410.500000 Penalty: 715.771179 Iteration 11Q: 3 clusters Score -2364410 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48895 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2365840.000000 Penalty: 715.771179 Iteration 12Q: 3 clusters Score -2365840 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48817 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -2366185.000000 Penalty: 715.771179 Iteration 13Q: 3 clusters Score -2366185 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48692 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -2366366.750000 Penalty: 715.771179 Iteration 14Q: 3 clusters Score -2366367 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48551 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -2366449.750000 Penalty: 715.771179 Iteration 15Q: 3 clusters Score -2366450 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48400 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -2366525.750000 Penalty: 715.771179 Iteration 16Q: 3 clusters Score -2366526 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48257 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -2366586.250000 Penalty: 715.771179 Iteration 17Q: 3 clusters Score -2366586 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48137 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -2366613.750000 Penalty: 715.771179 Iteration 18Q: 3 clusters Score -2366614 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48029 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -2366656.500000 Penalty: 715.771179 Iteration 19Q: 3 clusters Score -2366656 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47917 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -2366692.000000 Penalty: 715.771179 Iteration 20F: 3 clusters Score -2366692 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47789 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -2366733.250000 Penalty: 715.771179 Iteration 21Q: 3 clusters Score -2366733 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47674 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -2366771.250000 Penalty: 715.771179 Iteration 22Q: 3 clusters Score -2366771 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47558 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -2366802.500000 Penalty: 715.771179 Iteration 23Q: 3 clusters Score -2366802 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47436 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -2366842.000000 Penalty: 715.771179 Iteration 24Q: 3 clusters Score -2366842 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47302 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -2366877.750000 Penalty: 715.771179 Iteration 25Q: 3 clusters Score -2366878 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47156 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -2366927.250000 Penalty: 715.771179 Iteration 26Q: 3 clusters Score -2366927 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46994 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -2366983.500000 Penalty: 715.771179 Iteration 27Q: 3 clusters Score -2366984 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46802 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -2367035.000000 Penalty: 715.771179 Iteration 28Q: 3 clusters Score -2367035 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46589 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -2367108.750000 Penalty: 715.771179 Iteration 29Q: 3 clusters Score -2367109 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46371 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -2367178.500000 Penalty: 715.771179 Iteration 30Q: 3 clusters Score -2367178 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46126 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -2367267.500000 Penalty: 715.771179 Iteration 31Q: 3 clusters Score -2367268 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45878 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -2367345.000000 Penalty: 715.771179 Iteration 32Q: 3 clusters Score -2367345 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45604 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -2367433.250000 Penalty: 715.771179 Iteration 33Q: 3 clusters Score -2367433 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45341 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -2367496.750000 Penalty: 715.771179 Iteration 34Q: 3 clusters Score -2367497 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45102 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -2367544.500000 Penalty: 715.771179 Iteration 35Q: 3 clusters Score -2367544 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44882 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -2367591.000000 Penalty: 715.771179 Iteration 36Q: 3 clusters Score -2367591 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44667 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -2367626.000000 Penalty: 715.771179 Iteration 37Q: 3 clusters Score -2367626 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44455 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -2367668.750000 Penalty: 715.771179 Iteration 38Q: 3 clusters Score -2367669 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44265 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -2367697.750000 Penalty: 715.771179 Iteration 39Q: 3 clusters Score -2367698 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44118 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -2368001.750000 Penalty: 715.771179 Iteration 40F: 3 clusters Score -2368002 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43609 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -2368359.750000 Penalty: 715.771179 Iteration 41Q: 3 clusters Score -2368360 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42999 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -2368735.750000 Penalty: 715.771179 Iteration 42Q: 3 clusters Score -2368736 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42344 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -2369120.000000 Penalty: 715.771179 Iteration 43Q: 3 clusters Score -2369120 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41622 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -2369561.000000 Penalty: 715.771179 Iteration 44Q: 3 clusters Score -2369561 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40834 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -2369960.250000 Penalty: 715.771179 Iteration 45Q: 3 clusters Score -2369960 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40020 members Mstep: Class 2 contains 11258 members Entering Unmasked Estep Score: -2370351.000000 Penalty: 715.771179 Iteration 46Q: 3 clusters Score -2370351 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39259 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -2370680.250000 Penalty: 715.771179 Iteration 47Q: 3 clusters Score -2370680 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38511 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -2370977.750000 Penalty: 715.771179 Iteration 48Q: 3 clusters Score -2370978 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37835 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -2371215.500000 Penalty: 715.771179 Iteration 49Q: 3 clusters Score -2371216 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37215 members Mstep: Class 2 contains 14063 members Entering Unmasked Estep Score: -2371407.500000 Penalty: 715.771179 Iteration 50Q: 3 clusters Score -2371408 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36671 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -2371544.000000 Penalty: 715.771179 Iteration 51Q: 3 clusters Score -2371544 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36228 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -2371667.250000 Penalty: 715.771179 Iteration 52Q: 3 clusters Score -2371667 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35854 members Mstep: Class 2 contains 15424 members Entering Unmasked Estep Score: -2371752.500000 Penalty: 715.771179 Iteration 53Q: 3 clusters Score -2371752 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35545 members Mstep: Class 2 contains 15733 members Entering Unmasked Estep Score: -2371795.750000 Penalty: 715.771179 Iteration 54Q: 3 clusters Score -2371796 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35337 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -2371812.750000 Penalty: 715.771179 Iteration 55Q: 3 clusters Score -2371813 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35182 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -2371820.750000 Penalty: 715.771179 Iteration 56Q: 3 clusters Score -2371821 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35055 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -2371847.750000 Penalty: 715.771179 Iteration 57Q: 3 clusters Score -2371848 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34943 members Mstep: Class 2 contains 16335 members Entering Unmasked Estep Score: -2371863.000000 Penalty: 715.771179 Iteration 58Q: 3 clusters Score -2371863 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34853 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -2371871.750000 Penalty: 715.771179 Iteration 59Q: 3 clusters Score -2371872 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34772 members Mstep: Class 2 contains 16506 members Entering Unmasked Estep Score: -2372386.500000 Penalty: 715.771179 Iteration 60F: 3 clusters Score -2372386 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34035 members Mstep: Class 2 contains 17243 members Entering Unmasked Estep Score: -2372880.250000 Penalty: 715.771179 Iteration 61Q: 3 clusters Score -2372880 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33270 members Mstep: Class 2 contains 18008 members Entering Unmasked Estep Score: -2373291.500000 Penalty: 715.771179 Iteration 62Q: 3 clusters Score -2373292 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32511 members Mstep: Class 2 contains 18767 members Entering Unmasked Estep Score: -2373669.750000 Penalty: 715.771179 Iteration 63Q: 3 clusters Score -2373670 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31746 members Mstep: Class 2 contains 19532 members Entering Unmasked Estep Score: -2374076.750000 Penalty: 715.771179 Iteration 64Q: 3 clusters Score -2374077 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30981 members Mstep: Class 2 contains 20297 members Entering Unmasked Estep Score: -2374463.000000 Penalty: 715.771179 Iteration 65Q: 3 clusters Score -2374463 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30289 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -2374832.500000 Penalty: 715.771179 Iteration 66Q: 3 clusters Score -2374832 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29675 members Mstep: Class 2 contains 21603 members Entering Unmasked Estep Score: -2375163.500000 Penalty: 715.771179 Iteration 67Q: 3 clusters Score -2375164 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29138 members Mstep: Class 2 contains 22140 members Entering Unmasked Estep Score: -2375433.500000 Penalty: 715.771179 Iteration 68Q: 3 clusters Score -2375434 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28714 members Mstep: Class 2 contains 22564 members Entering Unmasked Estep Score: -2375601.500000 Penalty: 715.771179 Iteration 69Q: 3 clusters Score -2375602 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28438 members Mstep: Class 2 contains 22840 members Entering Unmasked Estep Score: -2375666.250000 Penalty: 715.771179 Iteration 70Q: 3 clusters Score -2375666 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28286 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -2375696.250000 Penalty: 715.771179 Iteration 71Q: 3 clusters Score -2375696 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28190 members Mstep: Class 2 contains 23088 members Entering Unmasked Estep Score: -2375715.000000 Penalty: 715.771179 Iteration 72Q: 3 clusters Score -2375715 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28138 members Mstep: Class 2 contains 23140 members Entering Unmasked Estep Score: -2375717.000000 Penalty: 715.771179 Iteration 73Q: 3 clusters Score -2375717 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28111 members Mstep: Class 2 contains 23167 members Entering Unmasked Estep Score: -2375721.000000 Penalty: 715.771179 Iteration 74Q: 3 clusters Score -2375721 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28094 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -2375716.500000 Penalty: 715.771179 Iteration 75Q: 3 clusters Score -2375716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -2375716.500000 Penalty: 715.771179 Iteration 76Q: 3 clusters Score -2375716 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28076 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -2375719.000000 Penalty: 715.771179 Iteration 77Q: 3 clusters Score -2375719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -2375718.000000 Penalty: 715.771179 Iteration 78Q: 3 clusters Score -2375718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -2375809.750000 Penalty: 715.771179 Iteration 79F: 3 clusters Score -2375810 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27977 members Mstep: Class 2 contains 23301 members Entering Unmasked Estep Score: -2375837.250000 Penalty: 715.771179 Iteration 80F: 3 clusters Score -2375837 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27911 members Mstep: Class 2 contains 23367 members Entering Unmasked Estep Score: -2375845.250000 Penalty: 715.771179 Iteration 81Q: 3 clusters Score -2375845 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 23404 members Entering Unmasked Estep Score: -2375848.000000 Penalty: 715.771179 Iteration 82Q: 3 clusters Score -2375848 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 23421 members Entering Unmasked Estep Score: -2375847.750000 Penalty: 715.771179 Iteration 83Q: 3 clusters Score -2375848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27851 members Mstep: Class 2 contains 23427 members Entering Unmasked Estep Score: -2375847.500000 Penalty: 715.771179 Iteration 84Q: 3 clusters Score -2375848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27845 members Mstep: Class 2 contains 23433 members Entering Unmasked Estep Score: -2375852.000000 Penalty: 715.771179 Iteration 85Q: 3 clusters Score -2375852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27837 members Mstep: Class 2 contains 23441 members Entering Unmasked Estep Score: -2375852.250000 Penalty: 715.771179 Iteration 86Q: 3 clusters Score -2375852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27833 members Mstep: Class 2 contains 23445 members Entering Unmasked Estep Score: -2375850.000000 Penalty: 715.771179 Iteration 87Q: 3 clusters Score -2375850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27828 members Mstep: Class 2 contains 23450 members Entering Unmasked Estep Score: -2375846.250000 Penalty: 715.771179 Iteration 88Q: 3 clusters Score -2375846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 23456 members Entering Unmasked Estep Score: -2375849.250000 Penalty: 715.771179 Iteration 89Q: 3 clusters Score -2375849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27819 members Mstep: Class 2 contains 23459 members Entering Unmasked Estep Score: -2375845.500000 Penalty: 715.771179 Iteration 90Q: 3 clusters Score -2375846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27818 members Mstep: Class 2 contains 23460 members Entering Unmasked Estep Score: -2375846.250000 Penalty: 715.771179 Iteration 91Q: 3 clusters Score -2375846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27817 members Mstep: Class 2 contains 23461 members Entering Unmasked Estep Score: -2375846.500000 Penalty: 715.771179 Iteration 92Q: 3 clusters Score -2375846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27817 members Mstep: Class 2 contains 23461 members Entering Unmasked Estep Score: -2375846.500000 Penalty: 715.771179 Iteration 93F: 3 clusters Score -2375846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 2117 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Entering Unmasked Estep Score: -18538114.000000 Penalty: 18013.939453 Splitting cluster 15 changes total score from -18517006.000000 to -18538114.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 16 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -28526.529297 Penalty: 208.939560 Iteration 0F: 2 clusters Score -28526.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -28048.917969 Penalty: 417.879120 Iteration 0F: 3 clusters Score -28048.92 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -28211.320312 Penalty: 417.879120 Iteration 1F: 3 clusters Score -28211.32 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -28257.312500 Penalty: 417.879120 Iteration 2F: 3 clusters Score -28257.31 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -28279.058594 Penalty: 417.879120 Iteration 3Q: 3 clusters Score -28279.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -28292.142578 Penalty: 417.879120 Iteration 4Q: 3 clusters Score -28292.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -28298.378906 Penalty: 417.879120 Iteration 5Q: 3 clusters Score -28298.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -28301.878906 Penalty: 417.879120 Iteration 6Q: 3 clusters Score -28301.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -28304.496094 Penalty: 417.879120 Iteration 7Q: 3 clusters Score -28304.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -28308.244141 Penalty: 417.879120 Iteration 8Q: 3 clusters Score -28308.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28312.193359 Penalty: 417.879120 Iteration 9Q: 3 clusters Score -28312.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -28314.824219 Penalty: 417.879120 Iteration 10Q: 3 clusters Score -28314.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -28319.560547 Penalty: 417.879120 Iteration 11Q: 3 clusters Score -28319.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -28324.927734 Penalty: 417.879120 Iteration 12Q: 3 clusters Score -28324.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -28328.812500 Penalty: 417.879120 Iteration 13Q: 3 clusters Score -28328.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -28332.128906 Penalty: 417.879120 Iteration 14Q: 3 clusters Score -28332.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -28334.308594 Penalty: 417.879120 Iteration 15Q: 3 clusters Score -28334.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -28337.855469 Penalty: 417.879120 Iteration 16Q: 3 clusters Score -28337.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -28340.656250 Penalty: 417.879120 Iteration 17Q: 3 clusters Score -28340.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28341.074219 Penalty: 417.879120 Iteration 18Q: 3 clusters Score -28341.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28341.660156 Penalty: 417.879120 Iteration 19Q: 3 clusters Score -28341.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28341.660156 Penalty: 417.879120 Iteration 20F: 3 clusters Score -28341.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Entering Unmasked Estep Score: -338521.625000 Penalty: 298.763947 Iteration 0F: 2 clusters Score -338521.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -332888.562500 Penalty: 597.527893 Iteration 0F: 3 clusters Score -332888.6 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -335367.625000 Penalty: 597.527893 Iteration 1F: 3 clusters Score -335367.6 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -335653.625000 Penalty: 597.527893 Iteration 2F: 3 clusters Score -335653.6 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -335882.125000 Penalty: 597.527893 Iteration 3F: 3 clusters Score -335882.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -336032.437500 Penalty: 597.527893 Iteration 4Q: 3 clusters Score -336032.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -336147.531250 Penalty: 597.527893 Iteration 5Q: 3 clusters Score -336147.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -336247.031250 Penalty: 597.527893 Iteration 6Q: 3 clusters Score -336247 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -336354.250000 Penalty: 597.527893 Iteration 7Q: 3 clusters Score -336354.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -336461.593750 Penalty: 597.527893 Iteration 8Q: 3 clusters Score -336461.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -336586.250000 Penalty: 597.527893 Iteration 9Q: 3 clusters Score -336586.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -336702.031250 Penalty: 597.527893 Iteration 10Q: 3 clusters Score -336702 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -336824.656250 Penalty: 597.527893 Iteration 11Q: 3 clusters Score -336824.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -336920.156250 Penalty: 597.527893 Iteration 12Q: 3 clusters Score -336920.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -336975.937500 Penalty: 597.527893 Iteration 13Q: 3 clusters Score -336975.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -337013.937500 Penalty: 597.527893 Iteration 14Q: 3 clusters Score -337013.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -337047.187500 Penalty: 597.527893 Iteration 15Q: 3 clusters Score -337047.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -337077.250000 Penalty: 597.527893 Iteration 16Q: 3 clusters Score -337077.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -337114.406250 Penalty: 597.527893 Iteration 17Q: 3 clusters Score -337114.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -337157.562500 Penalty: 597.527893 Iteration 18Q: 3 clusters Score -337157.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -337206.500000 Penalty: 597.527893 Iteration 19Q: 3 clusters Score -337206.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -337264.281250 Penalty: 597.527893 Iteration 20F: 3 clusters Score -337264.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -337330.781250 Penalty: 597.527893 Iteration 21Q: 3 clusters Score -337330.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -337449.968750 Penalty: 597.527893 Iteration 22Q: 3 clusters Score -337450 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -337663.968750 Penalty: 597.527893 Iteration 23Q: 3 clusters Score -337664 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -337955.125000 Penalty: 597.527893 Iteration 24Q: 3 clusters Score -337955.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -338150.687500 Penalty: 597.527893 Iteration 25Q: 3 clusters Score -338150.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -338173.843750 Penalty: 597.527893 Iteration 26Q: 3 clusters Score -338173.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -338175.812500 Penalty: 597.527893 Iteration 27Q: 3 clusters Score -338175.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -338175.812500 Penalty: 597.527893 Iteration 28F: 3 clusters Score -338175.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Entering Unmasked Estep Score: -76744.953125 Penalty: 252.705933 Iteration 0F: 2 clusters Score -76744.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -75291.640625 Penalty: 505.411865 Iteration 0F: 3 clusters Score -75291.64 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -75895.718750 Penalty: 505.411865 Iteration 1F: 3 clusters Score -75895.72 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -76050.945312 Penalty: 505.411865 Iteration 2F: 3 clusters Score -76050.95 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -76203.828125 Penalty: 505.411865 Iteration 3F: 3 clusters Score -76203.83 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -76388.414062 Penalty: 505.411865 Iteration 4F: 3 clusters Score -76388.41 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -76667.570312 Penalty: 505.411865 Iteration 5F: 3 clusters Score -76667.57 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -76986.539062 Penalty: 505.411865 Iteration 6F: 3 clusters Score -76986.54 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -77171.164062 Penalty: 505.411865 Iteration 7Q: 3 clusters Score -77171.16 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -77213.296875 Penalty: 505.411865 Iteration 8Q: 3 clusters Score -77213.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -77224.093750 Penalty: 505.411865 Iteration 9Q: 3 clusters Score -77224.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -77225.148438 Penalty: 505.411865 Iteration 10Q: 3 clusters Score -77225.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -77225.398438 Penalty: 505.411865 Iteration 11Q: 3 clusters Score -77225.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -77225.398438 Penalty: 505.411865 Iteration 12F: 3 clusters Score -77225.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 12715 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Entering Unmasked Estep Score: -18538434.000000 Penalty: 18442.843750 Splitting cluster 18 changes total score from -18517006.000000 to -18538434.000000 So it's getting split into cluster 43. Entering ConstructFrom: Trying to split cluster 19 (12715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Entering Unmasked Estep Score: -589216.375000 Penalty: 311.867737 Iteration 0F: 2 clusters Score -589216.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -580747.250000 Penalty: 623.735474 Iteration 0F: 3 clusters Score -580747.2 nChanged 6005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -584739.750000 Penalty: 623.735474 Iteration 1F: 3 clusters Score -584739.8 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -585297.312500 Penalty: 623.735474 Iteration 2F: 3 clusters Score -585297.3 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -585887.437500 Penalty: 623.735474 Iteration 3F: 3 clusters Score -585887.4 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -586466.750000 Penalty: 623.735474 Iteration 4F: 3 clusters Score -586466.8 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -586893.812500 Penalty: 623.735474 Iteration 5Q: 3 clusters Score -586893.8 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -587135.437500 Penalty: 623.735474 Iteration 6Q: 3 clusters Score -587135.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -587267.875000 Penalty: 623.735474 Iteration 7Q: 3 clusters Score -587267.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -587337.187500 Penalty: 623.735474 Iteration 8Q: 3 clusters Score -587337.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -587389.187500 Penalty: 623.735474 Iteration 9Q: 3 clusters Score -587389.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 9150 members Entering Unmasked Estep Score: -587434.437500 Penalty: 623.735474 Iteration 10Q: 3 clusters Score -587434.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -587485.687500 Penalty: 623.735474 Iteration 11Q: 3 clusters Score -587485.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -587538.312500 Penalty: 623.735474 Iteration 12Q: 3 clusters Score -587538.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -587595.812500 Penalty: 623.735474 Iteration 13Q: 3 clusters Score -587595.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -587652.250000 Penalty: 623.735474 Iteration 14Q: 3 clusters Score -587652.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -587708.250000 Penalty: 623.735474 Iteration 15Q: 3 clusters Score -587708.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -587781.375000 Penalty: 623.735474 Iteration 16Q: 3 clusters Score -587781.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -587870.687500 Penalty: 623.735474 Iteration 17Q: 3 clusters Score -587870.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -587974.687500 Penalty: 623.735474 Iteration 18Q: 3 clusters Score -587974.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 10652 members Entering Unmasked Estep Score: -588075.375000 Penalty: 623.735474 Iteration 19Q: 3 clusters Score -588075.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -588172.250000 Penalty: 623.735474 Iteration 20F: 3 clusters Score -588172.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -588255.500000 Penalty: 623.735474 Iteration 21Q: 3 clusters Score -588255.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -588328.812500 Penalty: 623.735474 Iteration 22Q: 3 clusters Score -588328.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -588404.375000 Penalty: 623.735474 Iteration 23Q: 3 clusters Score -588404.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -588473.125000 Penalty: 623.735474 Iteration 24Q: 3 clusters Score -588473.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -588548.875000 Penalty: 623.735474 Iteration 25Q: 3 clusters Score -588548.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -588630.562500 Penalty: 623.735474 Iteration 26Q: 3 clusters Score -588630.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -588730.812500 Penalty: 623.735474 Iteration 27Q: 3 clusters Score -588730.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -588817.250000 Penalty: 623.735474 Iteration 28Q: 3 clusters Score -588817.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 11817 members Entering Unmasked Estep Score: -588900.000000 Penalty: 623.735474 Iteration 29Q: 3 clusters Score -588900 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -588961.750000 Penalty: 623.735474 Iteration 30Q: 3 clusters Score -588961.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -589030.937500 Penalty: 623.735474 Iteration 31Q: 3 clusters Score -589030.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -589112.187500 Penalty: 623.735474 Iteration 32Q: 3 clusters Score -589112.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -589214.062500 Penalty: 623.735474 Iteration 33Q: 3 clusters Score -589214.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -589352.125000 Penalty: 623.735474 Iteration 34Q: 3 clusters Score -589352.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -589481.125000 Penalty: 623.735474 Iteration 35Q: 3 clusters Score -589481.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -589700.125000 Penalty: 623.735474 Iteration 36Q: 3 clusters Score -589700.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -589901.312500 Penalty: 623.735474 Iteration 37Q: 3 clusters Score -589901.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -590018.687500 Penalty: 623.735474 Iteration 38Q: 3 clusters Score -590018.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -590076.812500 Penalty: 623.735474 Iteration 39Q: 3 clusters Score -590076.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -590231.250000 Penalty: 623.735474 Iteration 40F: 3 clusters Score -590231.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -590447.000000 Penalty: 623.735474 Iteration 41Q: 3 clusters Score -590447 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -590583.250000 Penalty: 623.735474 Iteration 42Q: 3 clusters Score -590583.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -590649.437500 Penalty: 623.735474 Iteration 43Q: 3 clusters Score -590649.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -590694.187500 Penalty: 623.735474 Iteration 44Q: 3 clusters Score -590694.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -590732.187500 Penalty: 623.735474 Iteration 45Q: 3 clusters Score -590732.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 10987 members Entering Unmasked Estep Score: -590764.000000 Penalty: 623.735474 Iteration 46Q: 3 clusters Score -590764 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 10950 members Entering Unmasked Estep Score: -590780.937500 Penalty: 623.735474 Iteration 47Q: 3 clusters Score -590780.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -590783.937500 Penalty: 623.735474 Iteration 48Q: 3 clusters Score -590783.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -590786.437500 Penalty: 623.735474 Iteration 49Q: 3 clusters Score -590786.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -590784.500000 Penalty: 623.735474 Iteration 50Q: 3 clusters Score -590784.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -590797.312500 Penalty: 623.735474 Iteration 51F: 3 clusters Score -590797.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -590803.937500 Penalty: 623.735474 Iteration 52Q: 3 clusters Score -590803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -590803.062500 Penalty: 623.735474 Iteration 53Q: 3 clusters Score -590803.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -590803.062500 Penalty: 623.735474 Iteration 54F: 3 clusters Score -590803.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 23203 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Entering Unmasked Estep Score: -18539846.000000 Penalty: 18871.746094 Splitting cluster 19 changes total score from -18517006.000000 to -18539846.000000 So it's getting split into cluster 44. Entering ConstructFrom: Trying to split cluster 20 (23203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23203 members Entering Unmasked Estep Score: -1071751.125000 Penalty: 331.717224 Iteration 0F: 2 clusters Score -1071751 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -1056111.625000 Penalty: 663.434448 Iteration 0F: 3 clusters Score -1056112 nChanged 11258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -1065671.500000 Penalty: 663.434448 Iteration 1F: 3 clusters Score -1065672 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16255 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1067622.000000 Penalty: 663.434448 Iteration 2F: 3 clusters Score -1067622 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1069002.125000 Penalty: 663.434448 Iteration 3F: 3 clusters Score -1069002 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1069762.125000 Penalty: 663.434448 Iteration 4Q: 3 clusters Score -1069762 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1070204.625000 Penalty: 663.434448 Iteration 5Q: 3 clusters Score -1070205 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1070527.750000 Penalty: 663.434448 Iteration 6Q: 3 clusters Score -1070528 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18664 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1070790.000000 Penalty: 663.434448 Iteration 7Q: 3 clusters Score -1070790 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18920 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1070993.375000 Penalty: 663.434448 Iteration 8Q: 3 clusters Score -1070993 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19142 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1071165.000000 Penalty: 663.434448 Iteration 9Q: 3 clusters Score -1071165 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1071318.750000 Penalty: 663.434448 Iteration 10Q: 3 clusters Score -1071319 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19516 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1071441.125000 Penalty: 663.434448 Iteration 11Q: 3 clusters Score -1071441 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1071564.000000 Penalty: 663.434448 Iteration 12Q: 3 clusters Score -1071564 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19842 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1071657.500000 Penalty: 663.434448 Iteration 13Q: 3 clusters Score -1071658 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1071697.500000 Penalty: 663.434448 Iteration 14Q: 3 clusters Score -1071698 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1071750.875000 Penalty: 663.434448 Iteration 15Q: 3 clusters Score -1071751 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20189 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1071786.000000 Penalty: 663.434448 Iteration 16Q: 3 clusters Score -1071786 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20293 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1071818.875000 Penalty: 663.434448 Iteration 17Q: 3 clusters Score -1071819 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1071839.000000 Penalty: 663.434448 Iteration 18Q: 3 clusters Score -1071839 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20432 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1071854.625000 Penalty: 663.434448 Iteration 19Q: 3 clusters Score -1071855 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1071859.750000 Penalty: 663.434448 Iteration 20F: 3 clusters Score -1071860 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1071862.000000 Penalty: 663.434448 Iteration 21Q: 3 clusters Score -1071862 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1071865.125000 Penalty: 663.434448 Iteration 22Q: 3 clusters Score -1071865 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20548 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1071864.500000 Penalty: 663.434448 Iteration 23Q: 3 clusters Score -1071864 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20578 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1071871.625000 Penalty: 663.434448 Iteration 24Q: 3 clusters Score -1071872 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1071871.000000 Penalty: 663.434448 Iteration 25Q: 3 clusters Score -1071871 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20643 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1071877.000000 Penalty: 663.434448 Iteration 26Q: 3 clusters Score -1071877 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20667 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1071878.750000 Penalty: 663.434448 Iteration 27Q: 3 clusters Score -1071879 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20680 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1071878.500000 Penalty: 663.434448 Iteration 28Q: 3 clusters Score -1071878 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20690 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1071878.250000 Penalty: 663.434448 Iteration 29Q: 3 clusters Score -1071878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20700 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1071877.250000 Penalty: 663.434448 Iteration 30Q: 3 clusters Score -1071877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20707 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1071877.750000 Penalty: 663.434448 Iteration 31Q: 3 clusters Score -1071878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1071875.375000 Penalty: 663.434448 Iteration 32Q: 3 clusters Score -1071875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20713 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1071877.125000 Penalty: 663.434448 Iteration 33Q: 3 clusters Score -1071877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20721 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1071877.625000 Penalty: 663.434448 Iteration 34Q: 3 clusters Score -1071878 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20726 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1071878.000000 Penalty: 663.434448 Iteration 35Q: 3 clusters Score -1071878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20730 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1071879.125000 Penalty: 663.434448 Iteration 36Q: 3 clusters Score -1071879 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20734 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1071878.750000 Penalty: 663.434448 Iteration 37Q: 3 clusters Score -1071879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20735 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1071879.000000 Penalty: 663.434448 Iteration 38Q: 3 clusters Score -1071879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20736 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1071880.375000 Penalty: 663.434448 Iteration 39Q: 3 clusters Score -1071880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20736 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1071880.375000 Penalty: 663.434448 Iteration 40F: 3 clusters Score -1071880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 653 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Entering Unmasked Estep Score: -18539832.000000 Penalty: 19300.648438 Splitting cluster 20 changes total score from -18517006.000000 to -18539832.000000 So it's getting split into cluster 45. Entering ConstructFrom: Trying to split cluster 21 (26614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26614 members Entering Unmasked Estep Score: -1227259.250000 Penalty: 336.243347 Iteration 0F: 2 clusters Score -1227259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -1209567.750000 Penalty: 672.486694 Iteration 0F: 3 clusters Score -1209568 nChanged 12837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -1218215.875000 Penalty: 672.486694 Iteration 1F: 3 clusters Score -1218216 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -1219281.000000 Penalty: 672.486694 Iteration 2F: 3 clusters Score -1219281 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13590 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -1220443.750000 Penalty: 672.486694 Iteration 3F: 3 clusters Score -1220444 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 12796 members Entering Unmasked Estep Score: -1221598.125000 Penalty: 672.486694 Iteration 4F: 3 clusters Score -1221598 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -1222598.750000 Penalty: 672.486694 Iteration 5F: 3 clusters Score -1222599 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14353 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -1223213.875000 Penalty: 672.486694 Iteration 6Q: 3 clusters Score -1223214 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -1223506.250000 Penalty: 672.486694 Iteration 7Q: 3 clusters Score -1223506 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14671 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -1223648.375000 Penalty: 672.486694 Iteration 8Q: 3 clusters Score -1223648 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -1223751.625000 Penalty: 672.486694 Iteration 9Q: 3 clusters Score -1223752 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15015 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1223850.125000 Penalty: 672.486694 Iteration 10Q: 3 clusters Score -1223850 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -1223961.625000 Penalty: 672.486694 Iteration 11Q: 3 clusters Score -1223962 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1224080.875000 Penalty: 672.486694 Iteration 12Q: 3 clusters Score -1224081 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -1224203.125000 Penalty: 672.486694 Iteration 13Q: 3 clusters Score -1224203 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16100 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -1224341.125000 Penalty: 672.486694 Iteration 14Q: 3 clusters Score -1224341 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1224480.125000 Penalty: 672.486694 Iteration 15Q: 3 clusters Score -1224480 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16761 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -1224605.875000 Penalty: 672.486694 Iteration 16Q: 3 clusters Score -1224606 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17091 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1224715.500000 Penalty: 672.486694 Iteration 17Q: 3 clusters Score -1224716 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17454 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -1224839.250000 Penalty: 672.486694 Iteration 18Q: 3 clusters Score -1224839 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17847 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -1224979.375000 Penalty: 672.486694 Iteration 19Q: 3 clusters Score -1224979 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18248 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -1225121.625000 Penalty: 672.486694 Iteration 20F: 3 clusters Score -1225122 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18664 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1225266.625000 Penalty: 672.486694 Iteration 21Q: 3 clusters Score -1225267 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19079 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1225400.875000 Penalty: 672.486694 Iteration 22Q: 3 clusters Score -1225401 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19497 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1225530.750000 Penalty: 672.486694 Iteration 23Q: 3 clusters Score -1225531 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19859 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1225635.000000 Penalty: 672.486694 Iteration 24Q: 3 clusters Score -1225635 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1225754.750000 Penalty: 672.486694 Iteration 25Q: 3 clusters Score -1225755 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20595 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1225864.500000 Penalty: 672.486694 Iteration 26Q: 3 clusters Score -1225864 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20941 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1225996.125000 Penalty: 672.486694 Iteration 27Q: 3 clusters Score -1225996 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1226118.000000 Penalty: 672.486694 Iteration 28Q: 3 clusters Score -1226118 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21591 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1226225.875000 Penalty: 672.486694 Iteration 29Q: 3 clusters Score -1226226 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21868 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1226321.500000 Penalty: 672.486694 Iteration 30Q: 3 clusters Score -1226322 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22151 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1226417.625000 Penalty: 672.486694 Iteration 31Q: 3 clusters Score -1226418 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22414 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1226509.500000 Penalty: 672.486694 Iteration 32Q: 3 clusters Score -1226510 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22658 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1226587.000000 Penalty: 672.486694 Iteration 33Q: 3 clusters Score -1226587 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22867 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1226649.125000 Penalty: 672.486694 Iteration 34Q: 3 clusters Score -1226649 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1226712.750000 Penalty: 672.486694 Iteration 35Q: 3 clusters Score -1226713 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23287 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1226774.125000 Penalty: 672.486694 Iteration 36Q: 3 clusters Score -1226774 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1226829.625000 Penalty: 672.486694 Iteration 37Q: 3 clusters Score -1226830 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23624 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1226862.750000 Penalty: 672.486694 Iteration 38Q: 3 clusters Score -1226863 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23755 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1226889.250000 Penalty: 672.486694 Iteration 39Q: 3 clusters Score -1226889 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1226922.625000 Penalty: 672.486694 Iteration 40F: 3 clusters Score -1226923 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24012 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1226945.875000 Penalty: 672.486694 Iteration 41Q: 3 clusters Score -1226946 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24114 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1226966.125000 Penalty: 672.486694 Iteration 42Q: 3 clusters Score -1226966 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1226994.125000 Penalty: 672.486694 Iteration 43Q: 3 clusters Score -1226994 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1227006.750000 Penalty: 672.486694 Iteration 44Q: 3 clusters Score -1227007 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24410 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1227024.125000 Penalty: 672.486694 Iteration 45Q: 3 clusters Score -1227024 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24491 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1227039.750000 Penalty: 672.486694 Iteration 46Q: 3 clusters Score -1227040 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1227054.875000 Penalty: 672.486694 Iteration 47Q: 3 clusters Score -1227055 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24649 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1227071.000000 Penalty: 672.486694 Iteration 48Q: 3 clusters Score -1227071 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24703 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1227076.000000 Penalty: 672.486694 Iteration 49Q: 3 clusters Score -1227076 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24747 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1227083.250000 Penalty: 672.486694 Iteration 50Q: 3 clusters Score -1227083 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24787 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -1227086.750000 Penalty: 672.486694 Iteration 51Q: 3 clusters Score -1227087 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24831 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1227096.875000 Penalty: 672.486694 Iteration 52Q: 3 clusters Score -1227097 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24870 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1227099.375000 Penalty: 672.486694 Iteration 53Q: 3 clusters Score -1227099 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24916 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1227107.375000 Penalty: 672.486694 Iteration 54Q: 3 clusters Score -1227107 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24958 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1227120.750000 Penalty: 672.486694 Iteration 55Q: 3 clusters Score -1227121 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24988 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1227121.875000 Penalty: 672.486694 Iteration 56Q: 3 clusters Score -1227122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25020 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1227131.000000 Penalty: 672.486694 Iteration 57Q: 3 clusters Score -1227131 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25046 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1227131.625000 Penalty: 672.486694 Iteration 58Q: 3 clusters Score -1227132 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25081 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1227138.125000 Penalty: 672.486694 Iteration 59Q: 3 clusters Score -1227138 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25116 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1227144.125000 Penalty: 672.486694 Iteration 60F: 3 clusters Score -1227144 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25151 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1227149.500000 Penalty: 672.486694 Iteration 61Q: 3 clusters Score -1227150 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25175 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1227151.500000 Penalty: 672.486694 Iteration 62Q: 3 clusters Score -1227152 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25203 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1227155.125000 Penalty: 672.486694 Iteration 63Q: 3 clusters Score -1227155 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25231 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1227165.625000 Penalty: 672.486694 Iteration 64Q: 3 clusters Score -1227166 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25260 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1227172.250000 Penalty: 672.486694 Iteration 65Q: 3 clusters Score -1227172 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25289 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1227178.250000 Penalty: 672.486694 Iteration 66Q: 3 clusters Score -1227178 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25318 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1227182.500000 Penalty: 672.486694 Iteration 67Q: 3 clusters Score -1227182 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25345 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1227180.750000 Penalty: 672.486694 Iteration 68Q: 3 clusters Score -1227181 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25364 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1227184.250000 Penalty: 672.486694 Iteration 69Q: 3 clusters Score -1227184 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1227185.750000 Penalty: 672.486694 Iteration 70Q: 3 clusters Score -1227186 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25409 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1227189.750000 Penalty: 672.486694 Iteration 71Q: 3 clusters Score -1227190 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25432 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1227194.750000 Penalty: 672.486694 Iteration 72Q: 3 clusters Score -1227195 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25452 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1227196.625000 Penalty: 672.486694 Iteration 73Q: 3 clusters Score -1227197 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25464 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1227198.625000 Penalty: 672.486694 Iteration 74Q: 3 clusters Score -1227199 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25479 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1227198.000000 Penalty: 672.486694 Iteration 75Q: 3 clusters Score -1227198 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25499 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1227204.250000 Penalty: 672.486694 Iteration 76Q: 3 clusters Score -1227204 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1227208.500000 Penalty: 672.486694 Iteration 77Q: 3 clusters Score -1227208 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25527 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1227207.375000 Penalty: 672.486694 Iteration 78Q: 3 clusters Score -1227207 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1227207.375000 Penalty: 672.486694 Iteration 79Q: 3 clusters Score -1227207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25548 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1227206.875000 Penalty: 672.486694 Iteration 80F: 3 clusters Score -1227207 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25554 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1227207.250000 Penalty: 672.486694 Iteration 81Q: 3 clusters Score -1227207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1227208.125000 Penalty: 672.486694 Iteration 82Q: 3 clusters Score -1227208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1227209.625000 Penalty: 672.486694 Iteration 83Q: 3 clusters Score -1227210 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25574 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1227210.500000 Penalty: 672.486694 Iteration 84Q: 3 clusters Score -1227210 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25588 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1227213.500000 Penalty: 672.486694 Iteration 85Q: 3 clusters Score -1227214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25598 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1227216.625000 Penalty: 672.486694 Iteration 86Q: 3 clusters Score -1227217 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1227215.750000 Penalty: 672.486694 Iteration 87Q: 3 clusters Score -1227216 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25625 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1227220.250000 Penalty: 672.486694 Iteration 88Q: 3 clusters Score -1227220 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25639 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1227221.250000 Penalty: 672.486694 Iteration 89Q: 3 clusters Score -1227221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25649 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1227221.375000 Penalty: 672.486694 Iteration 90Q: 3 clusters Score -1227221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25657 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1227221.500000 Penalty: 672.486694 Iteration 91Q: 3 clusters Score -1227222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1227220.875000 Penalty: 672.486694 Iteration 92Q: 3 clusters Score -1227221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25664 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1227221.375000 Penalty: 672.486694 Iteration 93Q: 3 clusters Score -1227221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25668 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1227223.500000 Penalty: 672.486694 Iteration 94Q: 3 clusters Score -1227224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25672 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1227221.500000 Penalty: 672.486694 Iteration 95Q: 3 clusters Score -1227222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25680 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1227223.625000 Penalty: 672.486694 Iteration 96Q: 3 clusters Score -1227224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1227223.875000 Penalty: 672.486694 Iteration 97Q: 3 clusters Score -1227224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25695 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1227221.750000 Penalty: 672.486694 Iteration 98Q: 3 clusters Score -1227222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25700 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1227225.375000 Penalty: 672.486694 Iteration 99Q: 3 clusters Score -1227225 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25706 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1227227.625000 Penalty: 672.486694 Iteration 100F: 3 clusters Score -1227228 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25719 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1227229.750000 Penalty: 672.486694 Iteration 101Q: 3 clusters Score -1227230 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25727 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1227231.125000 Penalty: 672.486694 Iteration 102Q: 3 clusters Score -1227231 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25735 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1227233.625000 Penalty: 672.486694 Iteration 103Q: 3 clusters Score -1227234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1227237.750000 Penalty: 672.486694 Iteration 104Q: 3 clusters Score -1227238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25745 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1227236.875000 Penalty: 672.486694 Iteration 105Q: 3 clusters Score -1227237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25749 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1227236.625000 Penalty: 672.486694 Iteration 106Q: 3 clusters Score -1227237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25753 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1227237.500000 Penalty: 672.486694 Iteration 107Q: 3 clusters Score -1227238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25755 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1227237.000000 Penalty: 672.486694 Iteration 108Q: 3 clusters Score -1227237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25757 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1227237.750000 Penalty: 672.486694 Iteration 109Q: 3 clusters Score -1227238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25759 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1227237.375000 Penalty: 672.486694 Iteration 110Q: 3 clusters Score -1227237 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25760 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1227236.500000 Penalty: 672.486694 Iteration 111Q: 3 clusters Score -1227236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1227237.875000 Penalty: 672.486694 Iteration 112Q: 3 clusters Score -1227238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25763 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1227237.500000 Penalty: 672.486694 Iteration 113Q: 3 clusters Score -1227238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1227237.000000 Penalty: 672.486694 Iteration 114Q: 3 clusters Score -1227237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25766 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1227237.875000 Penalty: 672.486694 Iteration 115Q: 3 clusters Score -1227238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25767 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1227237.375000 Penalty: 672.486694 Iteration 116Q: 3 clusters Score -1227237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1227238.000000 Penalty: 672.486694 Iteration 117Q: 3 clusters Score -1227238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25770 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1227237.750000 Penalty: 672.486694 Iteration 118Q: 3 clusters Score -1227238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25773 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1227237.500000 Penalty: 672.486694 Iteration 119Q: 3 clusters Score -1227238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25775 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1227236.750000 Penalty: 672.486694 Iteration 120F: 3 clusters Score -1227237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1227239.250000 Penalty: 672.486694 Iteration 121Q: 3 clusters Score -1227239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1227239.250000 Penalty: 672.486694 Iteration 122F: 3 clusters Score -1227239 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -19495.548828 Penalty: 213.892044 Iteration 0F: 2 clusters Score -19495.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -18999.351562 Penalty: 427.784088 Iteration 0F: 3 clusters Score -18999.35 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -19179.419922 Penalty: 427.784088 Iteration 1F: 3 clusters Score -19179.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -19230.324219 Penalty: 427.784088 Iteration 2F: 3 clusters Score -19230.32 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -19269.175781 Penalty: 427.784088 Iteration 3F: 3 clusters Score -19269.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -19283.919922 Penalty: 427.784088 Iteration 4Q: 3 clusters Score -19283.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -19295.671875 Penalty: 427.784088 Iteration 5Q: 3 clusters Score -19295.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -19332.542969 Penalty: 427.784088 Iteration 6Q: 3 clusters Score -19332.54 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -19361.402344 Penalty: 427.784088 Iteration 7Q: 3 clusters Score -19361.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -19410.390625 Penalty: 427.784088 Iteration 8F: 3 clusters Score -19410.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -19455.148438 Penalty: 427.784088 Iteration 9F: 3 clusters Score -19455.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19494.056641 Penalty: 427.784088 Iteration 10Q: 3 clusters Score -19494.06 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -19544.775391 Penalty: 427.784088 Iteration 11Q: 3 clusters Score -19544.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -19574.458984 Penalty: 427.784088 Iteration 12Q: 3 clusters Score -19574.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -19579.720703 Penalty: 427.784088 Iteration 13Q: 3 clusters Score -19579.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19580.353516 Penalty: 427.784088 Iteration 14Q: 3 clusters Score -19580.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19580.714844 Penalty: 427.784088 Iteration 15Q: 3 clusters Score -19580.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19584.316406 Penalty: 427.784088 Iteration 16F: 3 clusters Score -19584.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19587.593750 Penalty: 427.784088 Iteration 17Q: 3 clusters Score -19587.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19588.691406 Penalty: 427.784088 Iteration 18Q: 3 clusters Score -19588.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19589.400391 Penalty: 427.784088 Iteration 19Q: 3 clusters Score -19589.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19589.400391 Penalty: 427.784088 Iteration 20F: 3 clusters Score -19589.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 18157 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Entering Unmasked Estep Score: -18539706.000000 Penalty: 19729.552734 Splitting cluster 22 changes total score from -18517006.000000 to -18539706.000000 So it's getting split into cluster 46. Entering ConstructFrom: Trying to split cluster 23 (1572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Entering Unmasked Estep Score: -55017.949219 Penalty: 242.883438 Iteration 0F: 2 clusters Score -55017.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -53913.960938 Penalty: 485.766876 Iteration 0F: 3 clusters Score -53913.96 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -54298.835938 Penalty: 485.766876 Iteration 1F: 3 clusters Score -54298.84 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -54419.503906 Penalty: 485.766876 Iteration 2F: 3 clusters Score -54419.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -54545.406250 Penalty: 485.766876 Iteration 3F: 3 clusters Score -54545.41 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -54650.230469 Penalty: 485.766876 Iteration 4F: 3 clusters Score -54650.23 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -54724.824219 Penalty: 485.766876 Iteration 5F: 3 clusters Score -54724.82 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -54779.832031 Penalty: 485.766876 Iteration 6Q: 3 clusters Score -54779.83 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -54814.421875 Penalty: 485.766876 Iteration 7Q: 3 clusters Score -54814.42 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -54829.679688 Penalty: 485.766876 Iteration 8Q: 3 clusters Score -54829.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -54842.703125 Penalty: 485.766876 Iteration 9Q: 3 clusters Score -54842.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -54851.636719 Penalty: 485.766876 Iteration 10Q: 3 clusters Score -54851.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -54854.914062 Penalty: 485.766876 Iteration 11Q: 3 clusters Score -54854.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -54856.847656 Penalty: 485.766876 Iteration 12Q: 3 clusters Score -54856.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -54857.832031 Penalty: 485.766876 Iteration 13Q: 3 clusters Score -54857.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -54858.152344 Penalty: 485.766876 Iteration 14Q: 3 clusters Score -54858.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -54859.484375 Penalty: 485.766876 Iteration 15Q: 3 clusters Score -54859.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -54860.140625 Penalty: 485.766876 Iteration 16Q: 3 clusters Score -54860.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -54860.449219 Penalty: 485.766876 Iteration 17Q: 3 clusters Score -54860.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -54860.761719 Penalty: 485.766876 Iteration 18Q: 3 clusters Score -54860.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -54860.761719 Penalty: 485.766876 Iteration 19F: 3 clusters Score -54860.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (18157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18157 members Entering Unmasked Estep Score: -746570.000000 Penalty: 323.624786 Iteration 0F: 2 clusters Score -746570 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -734527.250000 Penalty: 647.249573 Iteration 0F: 3 clusters Score -734527.2 nChanged 8672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -741046.187500 Penalty: 647.249573 Iteration 1F: 3 clusters Score -741046.2 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -742439.312500 Penalty: 647.249573 Iteration 2F: 3 clusters Score -742439.3 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -743537.937500 Penalty: 647.249573 Iteration 3F: 3 clusters Score -743537.9 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -744360.312500 Penalty: 647.249573 Iteration 4F: 3 clusters Score -744360.3 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -745221.812500 Penalty: 647.249573 Iteration 5Q: 3 clusters Score -745221.8 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -746579.437500 Penalty: 647.249573 Iteration 6Q: 3 clusters Score -746579.4 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13354 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -747827.375000 Penalty: 647.249573 Iteration 7Q: 3 clusters Score -747827.4 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -748356.250000 Penalty: 647.249573 Iteration 8Q: 3 clusters Score -748356.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -748648.187500 Penalty: 647.249573 Iteration 9Q: 3 clusters Score -748648.2 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -748931.812500 Penalty: 647.249573 Iteration 10Q: 3 clusters Score -748931.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -749228.500000 Penalty: 647.249573 Iteration 11Q: 3 clusters Score -749228.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -749533.812500 Penalty: 647.249573 Iteration 12Q: 3 clusters Score -749533.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -749874.750000 Penalty: 647.249573 Iteration 13Q: 3 clusters Score -749874.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -750195.375000 Penalty: 647.249573 Iteration 14Q: 3 clusters Score -750195.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -750389.750000 Penalty: 647.249573 Iteration 15Q: 3 clusters Score -750389.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10151 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -750521.375000 Penalty: 647.249573 Iteration 16Q: 3 clusters Score -750521.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -750628.312500 Penalty: 647.249573 Iteration 17Q: 3 clusters Score -750628.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -750695.312500 Penalty: 647.249573 Iteration 18Q: 3 clusters Score -750695.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -750728.437500 Penalty: 647.249573 Iteration 19Q: 3 clusters Score -750728.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -750749.062500 Penalty: 647.249573 Iteration 20F: 3 clusters Score -750749.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -750751.312500 Penalty: 647.249573 Iteration 21Q: 3 clusters Score -750751.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -750749.687500 Penalty: 647.249573 Iteration 22Q: 3 clusters Score -750749.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -750751.312500 Penalty: 647.249573 Iteration 23Q: 3 clusters Score -750751.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -750750.687500 Penalty: 647.249573 Iteration 24Q: 3 clusters Score -750750.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -750749.750000 Penalty: 647.249573 Iteration 25Q: 3 clusters Score -750749.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -750749.562500 Penalty: 647.249573 Iteration 26Q: 3 clusters Score -750749.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -750750.687500 Penalty: 647.249573 Iteration 27Q: 3 clusters Score -750750.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -750750.437500 Penalty: 647.249573 Iteration 28Q: 3 clusters Score -750750.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -750750.437500 Penalty: 647.249573 Iteration 29F: 3 clusters Score -750750.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 31143 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Entering Unmasked Estep Score: -18543724.000000 Penalty: 20158.457031 Splitting cluster 24 changes total score from -18517006.000000 to -18543724.000000 So it's getting split into cluster 47. Entering ConstructFrom: Trying to split cluster 25 (599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Entering Unmasked Estep Score: -18159.443359 Penalty: 211.043640 Iteration 0F: 2 clusters Score -18159.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -17704.619141 Penalty: 422.087280 Iteration 0F: 3 clusters Score -17704.62 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -17923.978516 Penalty: 422.087280 Iteration 1F: 3 clusters Score -17923.98 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -18007.115234 Penalty: 422.087280 Iteration 2F: 3 clusters Score -18007.12 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -18027.832031 Penalty: 422.087280 Iteration 3F: 3 clusters Score -18027.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18035.703125 Penalty: 422.087280 Iteration 4Q: 3 clusters Score -18035.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18040.136719 Penalty: 422.087280 Iteration 5Q: 3 clusters Score -18040.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -18044.048828 Penalty: 422.087280 Iteration 6Q: 3 clusters Score -18044.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -18045.292969 Penalty: 422.087280 Iteration 7Q: 3 clusters Score -18045.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18046.138672 Penalty: 422.087280 Iteration 8Q: 3 clusters Score -18046.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18046.445312 Penalty: 422.087280 Iteration 9Q: 3 clusters Score -18046.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18046.445312 Penalty: 422.087280 Iteration 10F: 3 clusters Score -18046.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (31143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31143 members Entering Unmasked Estep Score: -1431262.500000 Penalty: 341.429382 Iteration 0F: 2 clusters Score -1431262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 15429 members Entering Unmasked Estep Score: -1410298.500000 Penalty: 682.858765 Iteration 0F: 3 clusters Score -1410298 nChanged 15011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18757 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1420421.375000 Penalty: 682.858765 Iteration 1F: 3 clusters Score -1420421 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20746 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -1422470.000000 Penalty: 682.858765 Iteration 2F: 3 clusters Score -1422470 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23227 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1426026.250000 Penalty: 682.858765 Iteration 3F: 3 clusters Score -1426026 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25468 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1429771.625000 Penalty: 682.858765 Iteration 4F: 3 clusters Score -1429772 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26657 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1431938.375000 Penalty: 682.858765 Iteration 5F: 3 clusters Score -1431938 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27014 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1432668.750000 Penalty: 682.858765 Iteration 6Q: 3 clusters Score -1432669 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1432949.875000 Penalty: 682.858765 Iteration 7Q: 3 clusters Score -1432950 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27306 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1433105.750000 Penalty: 682.858765 Iteration 8Q: 3 clusters Score -1433106 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27396 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1433181.500000 Penalty: 682.858765 Iteration 9Q: 3 clusters Score -1433182 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27468 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1433228.125000 Penalty: 682.858765 Iteration 10Q: 3 clusters Score -1433228 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27537 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -1433250.500000 Penalty: 682.858765 Iteration 11Q: 3 clusters Score -1433250 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27591 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1433268.250000 Penalty: 682.858765 Iteration 12Q: 3 clusters Score -1433268 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27636 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1433282.125000 Penalty: 682.858765 Iteration 13Q: 3 clusters Score -1433282 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27657 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1433281.250000 Penalty: 682.858765 Iteration 14Q: 3 clusters Score -1433281 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27668 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1433286.500000 Penalty: 682.858765 Iteration 15Q: 3 clusters Score -1433286 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27670 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1433289.000000 Penalty: 682.858765 Iteration 16Q: 3 clusters Score -1433289 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27673 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1433286.750000 Penalty: 682.858765 Iteration 17Q: 3 clusters Score -1433287 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27680 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1433291.500000 Penalty: 682.858765 Iteration 18Q: 3 clusters Score -1433292 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1433292.250000 Penalty: 682.858765 Iteration 19Q: 3 clusters Score -1433292 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27698 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1433297.125000 Penalty: 682.858765 Iteration 20F: 3 clusters Score -1433297 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27703 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1433293.625000 Penalty: 682.858765 Iteration 21Q: 3 clusters Score -1433294 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27706 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1433294.500000 Penalty: 682.858765 Iteration 22Q: 3 clusters Score -1433294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27711 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -1433294.500000 Penalty: 682.858765 Iteration 23Q: 3 clusters Score -1433294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27716 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1433293.875000 Penalty: 682.858765 Iteration 24Q: 3 clusters Score -1433294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27723 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1433294.500000 Penalty: 682.858765 Iteration 25Q: 3 clusters Score -1433294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27725 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1433295.125000 Penalty: 682.858765 Iteration 26Q: 3 clusters Score -1433295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27724 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1433295.250000 Penalty: 682.858765 Iteration 27Q: 3 clusters Score -1433295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27723 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1433294.750000 Penalty: 682.858765 Iteration 28Q: 3 clusters Score -1433295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27723 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1433294.750000 Penalty: 682.858765 Iteration 29F: 3 clusters Score -1433295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 5917 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Entering Unmasked Estep Score: -18545656.000000 Penalty: 20587.359375 Splitting cluster 26 changes total score from -18517006.000000 to -18545656.000000 So it's getting split into cluster 48. Entering ConstructFrom: Trying to split cluster 27 (5917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Entering Unmasked Estep Score: -278779.906250 Penalty: 286.624298 Iteration 0F: 2 clusters Score -278779.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -274822.625000 Penalty: 573.248596 Iteration 0F: 3 clusters Score -274822.6 nChanged 2764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -276658.593750 Penalty: 573.248596 Iteration 1F: 3 clusters Score -276658.6 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -276989.375000 Penalty: 573.248596 Iteration 2F: 3 clusters Score -276989.4 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -277276.843750 Penalty: 573.248596 Iteration 3F: 3 clusters Score -277276.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -277540.312500 Penalty: 573.248596 Iteration 4F: 3 clusters Score -277540.3 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -277824.250000 Penalty: 573.248596 Iteration 5F: 3 clusters Score -277824.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -278154.968750 Penalty: 573.248596 Iteration 6Q: 3 clusters Score -278155 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -278408.781250 Penalty: 573.248596 Iteration 7Q: 3 clusters Score -278408.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -278564.843750 Penalty: 573.248596 Iteration 8Q: 3 clusters Score -278564.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -278625.500000 Penalty: 573.248596 Iteration 9Q: 3 clusters Score -278625.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -278665.437500 Penalty: 573.248596 Iteration 10Q: 3 clusters Score -278665.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -278693.312500 Penalty: 573.248596 Iteration 11Q: 3 clusters Score -278693.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -278710.406250 Penalty: 573.248596 Iteration 12Q: 3 clusters Score -278710.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -278732.000000 Penalty: 573.248596 Iteration 13Q: 3 clusters Score -278732 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -278756.093750 Penalty: 573.248596 Iteration 14Q: 3 clusters Score -278756.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -278797.625000 Penalty: 573.248596 Iteration 15Q: 3 clusters Score -278797.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -278845.843750 Penalty: 573.248596 Iteration 16Q: 3 clusters Score -278845.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -278946.468750 Penalty: 573.248596 Iteration 17Q: 3 clusters Score -278946.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -279142.843750 Penalty: 573.248596 Iteration 18Q: 3 clusters Score -279142.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -279187.812500 Penalty: 573.248596 Iteration 19Q: 3 clusters Score -279187.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -279197.687500 Penalty: 573.248596 Iteration 20F: 3 clusters Score -279197.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -279201.156250 Penalty: 573.248596 Iteration 21Q: 3 clusters Score -279201.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -279203.437500 Penalty: 573.248596 Iteration 22Q: 3 clusters Score -279203.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -279205.562500 Penalty: 573.248596 Iteration 23Q: 3 clusters Score -279205.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -279206.156250 Penalty: 573.248596 Iteration 24Q: 3 clusters Score -279206.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -279206.937500 Penalty: 573.248596 Iteration 25Q: 3 clusters Score -279206.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -279208.156250 Penalty: 573.248596 Iteration 26Q: 3 clusters Score -279208.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -279208.406250 Penalty: 573.248596 Iteration 27Q: 3 clusters Score -279208.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -279208.468750 Penalty: 573.248596 Iteration 28Q: 3 clusters Score -279208.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -279208.156250 Penalty: 573.248596 Iteration 29Q: 3 clusters Score -279208.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -279208.656250 Penalty: 573.248596 Iteration 30Q: 3 clusters Score -279208.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -279208.656250 Penalty: 573.248596 Iteration 31F: 3 clusters Score -279208.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 3091 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Mstep: Class 49 contains 5270 members Entering Unmasked Estep Score: -18545916.000000 Penalty: 21016.261719 Splitting cluster 27 changes total score from -18517006.000000 to -18545916.000000 So it's getting split into cluster 49. Entering ConstructFrom: Trying to split cluster 28 (3091 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Entering Unmasked Estep Score: -119171.765625 Penalty: 265.196259 Iteration 0F: 2 clusters Score -119171.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -117175.375000 Penalty: 530.392517 Iteration 0F: 3 clusters Score -117175.4 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -118530.851562 Penalty: 530.392517 Iteration 1F: 3 clusters Score -118530.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -118852.453125 Penalty: 530.392517 Iteration 2F: 3 clusters Score -118852.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -119073.203125 Penalty: 530.392517 Iteration 3F: 3 clusters Score -119073.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -119162.867188 Penalty: 530.392517 Iteration 4Q: 3 clusters Score -119162.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -119221.539062 Penalty: 530.392517 Iteration 5Q: 3 clusters Score -119221.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -119272.953125 Penalty: 530.392517 Iteration 6Q: 3 clusters Score -119273 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -119306.812500 Penalty: 530.392517 Iteration 7Q: 3 clusters Score -119306.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -119334.703125 Penalty: 530.392517 Iteration 8Q: 3 clusters Score -119334.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -119357.289062 Penalty: 530.392517 Iteration 9Q: 3 clusters Score -119357.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -119376.164062 Penalty: 530.392517 Iteration 10Q: 3 clusters Score -119376.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -119386.242188 Penalty: 530.392517 Iteration 11Q: 3 clusters Score -119386.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -119397.007812 Penalty: 530.392517 Iteration 12Q: 3 clusters Score -119397 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -119404.671875 Penalty: 530.392517 Iteration 13Q: 3 clusters Score -119404.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -119413.242188 Penalty: 530.392517 Iteration 14Q: 3 clusters Score -119413.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -119421.015625 Penalty: 530.392517 Iteration 15Q: 3 clusters Score -119421 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -119427.398438 Penalty: 530.392517 Iteration 16Q: 3 clusters Score -119427.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -119433.500000 Penalty: 530.392517 Iteration 17Q: 3 clusters Score -119433.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -119439.914062 Penalty: 530.392517 Iteration 18Q: 3 clusters Score -119439.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -119446.445312 Penalty: 530.392517 Iteration 19Q: 3 clusters Score -119446.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -119454.031250 Penalty: 530.392517 Iteration 20F: 3 clusters Score -119454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -119459.601562 Penalty: 530.392517 Iteration 21Q: 3 clusters Score -119459.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -119462.867188 Penalty: 530.392517 Iteration 22Q: 3 clusters Score -119462.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -119466.460938 Penalty: 530.392517 Iteration 23Q: 3 clusters Score -119466.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -119470.179688 Penalty: 530.392517 Iteration 24Q: 3 clusters Score -119470.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -119471.210938 Penalty: 530.392517 Iteration 25Q: 3 clusters Score -119471.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -119472.242188 Penalty: 530.392517 Iteration 26Q: 3 clusters Score -119472.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -119473.203125 Penalty: 530.392517 Iteration 27Q: 3 clusters Score -119473.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -119474.234375 Penalty: 530.392517 Iteration 28Q: 3 clusters Score -119474.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -119476.226562 Penalty: 530.392517 Iteration 29Q: 3 clusters Score -119476.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -119478.187500 Penalty: 530.392517 Iteration 30Q: 3 clusters Score -119478.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -119479.492188 Penalty: 530.392517 Iteration 31Q: 3 clusters Score -119479.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -119480.226562 Penalty: 530.392517 Iteration 32Q: 3 clusters Score -119480.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -119480.398438 Penalty: 530.392517 Iteration 33Q: 3 clusters Score -119480.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -119480.507812 Penalty: 530.392517 Iteration 34Q: 3 clusters Score -119480.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -119480.929688 Penalty: 530.392517 Iteration 35Q: 3 clusters Score -119480.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -119481.234375 Penalty: 530.392517 Iteration 36Q: 3 clusters Score -119481.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -119481.398438 Penalty: 530.392517 Iteration 37Q: 3 clusters Score -119481.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -119481.398438 Penalty: 530.392517 Iteration 38F: 3 clusters Score -119481.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 2286 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 40817 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Mstep: Class 49 contains 5270 members Mstep: Class 50 contains 805 members Entering Unmasked Estep Score: -18546130.000000 Penalty: 21445.166016 Splitting cluster 28 changes total score from -18517006.000000 to -18546130.000000 So it's getting split into cluster 50. Entering ConstructFrom: Trying to split cluster 29 (13256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Entering Unmasked Estep Score: -602630.437500 Penalty: 313.242798 Iteration 0F: 2 clusters Score -602630.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -593881.437500 Penalty: 626.485596 Iteration 0F: 3 clusters Score -593881.4 nChanged 6295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -598277.500000 Penalty: 626.485596 Iteration 1F: 3 clusters Score -598277.5 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -599560.500000 Penalty: 626.485596 Iteration 2F: 3 clusters Score -599560.5 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -600688.312500 Penalty: 626.485596 Iteration 3F: 3 clusters Score -600688.3 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -601448.000000 Penalty: 626.485596 Iteration 4F: 3 clusters Score -601448 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -601900.937500 Penalty: 626.485596 Iteration 5F: 3 clusters Score -601900.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -602115.187500 Penalty: 626.485596 Iteration 6Q: 3 clusters Score -602115.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -602202.937500 Penalty: 626.485596 Iteration 7Q: 3 clusters Score -602202.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -602245.500000 Penalty: 626.485596 Iteration 8Q: 3 clusters Score -602245.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -602272.000000 Penalty: 626.485596 Iteration 9Q: 3 clusters Score -602272 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -602301.312500 Penalty: 626.485596 Iteration 10Q: 3 clusters Score -602301.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -602318.062500 Penalty: 626.485596 Iteration 11Q: 3 clusters Score -602318.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -602333.312500 Penalty: 626.485596 Iteration 12Q: 3 clusters Score -602333.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -602348.625000 Penalty: 626.485596 Iteration 13Q: 3 clusters Score -602348.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -602363.500000 Penalty: 626.485596 Iteration 14Q: 3 clusters Score -602363.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -602382.687500 Penalty: 626.485596 Iteration 15Q: 3 clusters Score -602382.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -602393.312500 Penalty: 626.485596 Iteration 16Q: 3 clusters Score -602393.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -602405.062500 Penalty: 626.485596 Iteration 17Q: 3 clusters Score -602405.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -602415.062500 Penalty: 626.485596 Iteration 18Q: 3 clusters Score -602415.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -602421.562500 Penalty: 626.485596 Iteration 19Q: 3 clusters Score -602421.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -602428.312500 Penalty: 626.485596 Iteration 20F: 3 clusters Score -602428.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -602430.937500 Penalty: 626.485596 Iteration 21Q: 3 clusters Score -602430.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -602434.562500 Penalty: 626.485596 Iteration 22Q: 3 clusters Score -602434.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -602437.625000 Penalty: 626.485596 Iteration 23Q: 3 clusters Score -602437.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -602440.312500 Penalty: 626.485596 Iteration 24Q: 3 clusters Score -602440.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -602441.062500 Penalty: 626.485596 Iteration 25Q: 3 clusters Score -602441.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -602442.875000 Penalty: 626.485596 Iteration 26Q: 3 clusters Score -602442.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -602445.812500 Penalty: 626.485596 Iteration 27Q: 3 clusters Score -602445.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -602446.937500 Penalty: 626.485596 Iteration 28Q: 3 clusters Score -602446.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -602447.937500 Penalty: 626.485596 Iteration 29Q: 3 clusters Score -602447.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -602447.937500 Penalty: 626.485596 Iteration 30Q: 3 clusters Score -602447.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -602447.062500 Penalty: 626.485596 Iteration 31Q: 3 clusters Score -602447.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -602447.875000 Penalty: 626.485596 Iteration 32Q: 3 clusters Score -602447.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -602448.187500 Penalty: 626.485596 Iteration 33Q: 3 clusters Score -602448.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -602446.937500 Penalty: 626.485596 Iteration 34Q: 3 clusters Score -602446.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -602448.062500 Penalty: 626.485596 Iteration 35Q: 3 clusters Score -602448.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -602448.500000 Penalty: 626.485596 Iteration 36Q: 3 clusters Score -602448.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -602448.687500 Penalty: 626.485596 Iteration 37Q: 3 clusters Score -602448.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -602451.375000 Penalty: 626.485596 Iteration 38Q: 3 clusters Score -602451.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -602451.000000 Penalty: 626.485596 Iteration 39Q: 3 clusters Score -602451 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -602450.062500 Penalty: 626.485596 Iteration 40F: 3 clusters Score -602450.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -602451.437500 Penalty: 626.485596 Iteration 41Q: 3 clusters Score -602451.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -602450.125000 Penalty: 626.485596 Iteration 42Q: 3 clusters Score -602450.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -602451.687500 Penalty: 626.485596 Iteration 43Q: 3 clusters Score -602451.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -602451.937500 Penalty: 626.485596 Iteration 44Q: 3 clusters Score -602451.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -602451.312500 Penalty: 626.485596 Iteration 45Q: 3 clusters Score -602451.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8190 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -602451.500000 Penalty: 626.485596 Iteration 46Q: 3 clusters Score -602451.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -602450.437500 Penalty: 626.485596 Iteration 47Q: 3 clusters Score -602450.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -602452.750000 Penalty: 626.485596 Iteration 48Q: 3 clusters Score -602452.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -602453.562500 Penalty: 626.485596 Iteration 49Q: 3 clusters Score -602453.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -602453.500000 Penalty: 626.485596 Iteration 50Q: 3 clusters Score -602453.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -602453.562500 Penalty: 626.485596 Iteration 51Q: 3 clusters Score -602453.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -602453.562500 Penalty: 626.485596 Iteration 52F: 3 clusters Score -602453.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (40817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40817 members Entering Unmasked Estep Score: -1928139.375000 Penalty: 350.356171 Iteration 0F: 2 clusters Score -1928139 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 20238 members Entering Unmasked Estep Score: -1900625.250000 Penalty: 700.712341 Iteration 0F: 3 clusters Score -1900625 nChanged 19919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -1913465.375000 Penalty: 700.712341 Iteration 1F: 3 clusters Score -1913465 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28247 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -1916253.625000 Penalty: 700.712341 Iteration 2F: 3 clusters Score -1916254 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31570 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -1919659.375000 Penalty: 700.712341 Iteration 3F: 3 clusters Score -1919659 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34222 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -1923037.000000 Penalty: 700.712341 Iteration 4F: 3 clusters Score -1923037 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35718 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1927525.875000 Penalty: 700.712341 Iteration 5F: 3 clusters Score -1927526 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35588 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1933133.750000 Penalty: 700.712341 Iteration 6F: 3 clusters Score -1933134 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1936607.625000 Penalty: 700.712341 Iteration 7Q: 3 clusters Score -1936608 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35706 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1939347.750000 Penalty: 700.712341 Iteration 8Q: 3 clusters Score -1939348 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35857 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1939979.375000 Penalty: 700.712341 Iteration 9Q: 3 clusters Score -1939979 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35965 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -1940071.375000 Penalty: 700.712341 Iteration 10Q: 3 clusters Score -1940071 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36011 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1940082.375000 Penalty: 700.712341 Iteration 11Q: 3 clusters Score -1940082 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36038 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1940086.625000 Penalty: 700.712341 Iteration 12Q: 3 clusters Score -1940087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36054 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1940083.875000 Penalty: 700.712341 Iteration 13Q: 3 clusters Score -1940084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36057 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1940082.500000 Penalty: 700.712341 Iteration 14Q: 3 clusters Score -1940082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36059 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1940085.500000 Penalty: 700.712341 Iteration 15Q: 3 clusters Score -1940086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36060 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1940086.875000 Penalty: 700.712341 Iteration 16Q: 3 clusters Score -1940087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36060 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1940086.875000 Penalty: 700.712341 Iteration 17F: 3 clusters Score -1940087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 2286 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 36060 members Mstep: Class 31 contains 6674 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Mstep: Class 49 contains 5270 members Mstep: Class 50 contains 805 members Mstep: Class 51 contains 4757 members Entering Unmasked Estep Score: -18557822.000000 Penalty: 21874.070312 Splitting cluster 30 changes total score from -18517006.000000 to -18557822.000000 So it's getting split into cluster 51. Entering ConstructFrom: Trying to split cluster 31 (6674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Entering Unmasked Estep Score: -250244.265625 Penalty: 290.597168 Iteration 0F: 2 clusters Score -250244.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -245784.171875 Penalty: 581.194336 Iteration 0F: 3 clusters Score -245784.2 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -247760.562500 Penalty: 581.194336 Iteration 1F: 3 clusters Score -247760.6 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -248215.531250 Penalty: 581.194336 Iteration 2F: 3 clusters Score -248215.5 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -248851.000000 Penalty: 581.194336 Iteration 3F: 3 clusters Score -248851 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -249809.484375 Penalty: 581.194336 Iteration 4F: 3 clusters Score -249809.5 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -250882.093750 Penalty: 581.194336 Iteration 5F: 3 clusters Score -250882.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -251331.437500 Penalty: 581.194336 Iteration 6F: 3 clusters Score -251331.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -251522.187500 Penalty: 581.194336 Iteration 7Q: 3 clusters Score -251522.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -251778.687500 Penalty: 581.194336 Iteration 8Q: 3 clusters Score -251778.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -252112.312500 Penalty: 581.194336 Iteration 9Q: 3 clusters Score -252112.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -252469.109375 Penalty: 581.194336 Iteration 10Q: 3 clusters Score -252469.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -252694.625000 Penalty: 581.194336 Iteration 11Q: 3 clusters Score -252694.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -252792.546875 Penalty: 581.194336 Iteration 12Q: 3 clusters Score -252792.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -252835.359375 Penalty: 581.194336 Iteration 13Q: 3 clusters Score -252835.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -252868.250000 Penalty: 581.194336 Iteration 14Q: 3 clusters Score -252868.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -252891.765625 Penalty: 581.194336 Iteration 15Q: 3 clusters Score -252891.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -252923.625000 Penalty: 581.194336 Iteration 16Q: 3 clusters Score -252923.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -252941.921875 Penalty: 581.194336 Iteration 17Q: 3 clusters Score -252941.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -252999.625000 Penalty: 581.194336 Iteration 18Q: 3 clusters Score -252999.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -253006.062500 Penalty: 581.194336 Iteration 19Q: 3 clusters Score -253006.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -253068.671875 Penalty: 581.194336 Iteration 20F: 3 clusters Score -253068.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -253078.828125 Penalty: 581.194336 Iteration 21Q: 3 clusters Score -253078.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -253081.828125 Penalty: 581.194336 Iteration 22Q: 3 clusters Score -253081.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -253082.140625 Penalty: 581.194336 Iteration 23Q: 3 clusters Score -253082.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -253082.484375 Penalty: 581.194336 Iteration 24Q: 3 clusters Score -253082.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -253082.484375 Penalty: 581.194336 Iteration 25F: 3 clusters Score -253082.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 2286 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 36060 members Mstep: Class 31 contains 2616 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 20977 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Mstep: Class 49 contains 5270 members Mstep: Class 50 contains 805 members Mstep: Class 51 contains 4757 members Mstep: Class 52 contains 4058 members Entering Unmasked Estep Score: -18560534.000000 Penalty: 22302.972656 Splitting cluster 31 changes total score from -18517006.000000 to -18560534.000000 So it's getting split into cluster 52. Entering ConstructFrom: Trying to split cluster 32 (6738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Entering Unmasked Estep Score: -292422.031250 Penalty: 290.912109 Iteration 0F: 2 clusters Score -292422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -287918.062500 Penalty: 581.824219 Iteration 0F: 3 clusters Score -287918.1 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -289980.093750 Penalty: 581.824219 Iteration 1F: 3 clusters Score -289980.1 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -290400.687500 Penalty: 581.824219 Iteration 2F: 3 clusters Score -290400.7 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -290900.937500 Penalty: 581.824219 Iteration 3F: 3 clusters Score -290900.9 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -291429.375000 Penalty: 581.824219 Iteration 4F: 3 clusters Score -291429.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -291851.218750 Penalty: 581.824219 Iteration 5F: 3 clusters Score -291851.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -292058.375000 Penalty: 581.824219 Iteration 6Q: 3 clusters Score -292058.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -292125.500000 Penalty: 581.824219 Iteration 7Q: 3 clusters Score -292125.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -292160.250000 Penalty: 581.824219 Iteration 8Q: 3 clusters Score -292160.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -292180.343750 Penalty: 581.824219 Iteration 9Q: 3 clusters Score -292180.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -292195.218750 Penalty: 581.824219 Iteration 10Q: 3 clusters Score -292195.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -292208.500000 Penalty: 581.824219 Iteration 11Q: 3 clusters Score -292208.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292212.437500 Penalty: 581.824219 Iteration 12Q: 3 clusters Score -292212.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -292213.000000 Penalty: 581.824219 Iteration 13Q: 3 clusters Score -292213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292213.281250 Penalty: 581.824219 Iteration 14Q: 3 clusters Score -292213.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292213.281250 Penalty: 581.824219 Iteration 15F: 3 clusters Score -292213.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (20977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Entering Unmasked Estep Score: -907391.250000 Penalty: 328.388977 Iteration 0F: 2 clusters Score -907391.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -893363.812500 Penalty: 656.777954 Iteration 0F: 3 clusters Score -893363.8 nChanged 10108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 8215 members Entering Unmasked Estep Score: -900071.875000 Penalty: 656.777954 Iteration 1F: 3 clusters Score -900071.9 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -901340.500000 Penalty: 656.777954 Iteration 2F: 3 clusters Score -901340.5 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -902808.937500 Penalty: 656.777954 Iteration 3F: 3 clusters Score -902808.9 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -904028.562500 Penalty: 656.777954 Iteration 4F: 3 clusters Score -904028.6 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16602 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -904771.062500 Penalty: 656.777954 Iteration 5Q: 3 clusters Score -904771.1 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17147 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -905216.562500 Penalty: 656.777954 Iteration 6Q: 3 clusters Score -905216.6 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17642 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -905514.125000 Penalty: 656.777954 Iteration 7Q: 3 clusters Score -905514.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18064 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -905728.687500 Penalty: 656.777954 Iteration 8Q: 3 clusters Score -905728.7 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -905948.437500 Penalty: 656.777954 Iteration 9Q: 3 clusters Score -905948.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18840 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -906140.375000 Penalty: 656.777954 Iteration 10Q: 3 clusters Score -906140.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -906319.125000 Penalty: 656.777954 Iteration 11Q: 3 clusters Score -906319.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19485 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -906478.062500 Penalty: 656.777954 Iteration 12Q: 3 clusters Score -906478.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19762 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -906636.812500 Penalty: 656.777954 Iteration 13Q: 3 clusters Score -906636.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19969 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -906758.000000 Penalty: 656.777954 Iteration 14Q: 3 clusters Score -906758 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20128 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -906850.375000 Penalty: 656.777954 Iteration 15Q: 3 clusters Score -906850.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -906925.437500 Penalty: 656.777954 Iteration 16Q: 3 clusters Score -906925.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -906973.312500 Penalty: 656.777954 Iteration 17Q: 3 clusters Score -906973.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -907013.437500 Penalty: 656.777954 Iteration 18Q: 3 clusters Score -907013.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20474 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -907053.312500 Penalty: 656.777954 Iteration 19Q: 3 clusters Score -907053.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -907097.437500 Penalty: 656.777954 Iteration 20F: 3 clusters Score -907097.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20569 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -907140.250000 Penalty: 656.777954 Iteration 21Q: 3 clusters Score -907140.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -907178.687500 Penalty: 656.777954 Iteration 22Q: 3 clusters Score -907178.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -907209.312500 Penalty: 656.777954 Iteration 23Q: 3 clusters Score -907209.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20629 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -907235.937500 Penalty: 656.777954 Iteration 24Q: 3 clusters Score -907235.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20636 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -907248.812500 Penalty: 656.777954 Iteration 25Q: 3 clusters Score -907248.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20635 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -907258.250000 Penalty: 656.777954 Iteration 26Q: 3 clusters Score -907258.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20627 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -907274.937500 Penalty: 656.777954 Iteration 27Q: 3 clusters Score -907274.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -907294.375000 Penalty: 656.777954 Iteration 28Q: 3 clusters Score -907294.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20607 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -907323.875000 Penalty: 656.777954 Iteration 29Q: 3 clusters Score -907323.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -907373.500000 Penalty: 656.777954 Iteration 30Q: 3 clusters Score -907373.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -907428.062500 Penalty: 656.777954 Iteration 31Q: 3 clusters Score -907428.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -907466.250000 Penalty: 656.777954 Iteration 32Q: 3 clusters Score -907466.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -907497.437500 Penalty: 656.777954 Iteration 33Q: 3 clusters Score -907497.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -907520.750000 Penalty: 656.777954 Iteration 34Q: 3 clusters Score -907520.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20432 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -907532.562500 Penalty: 656.777954 Iteration 35Q: 3 clusters Score -907532.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -907543.750000 Penalty: 656.777954 Iteration 36Q: 3 clusters Score -907543.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20392 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -907551.312500 Penalty: 656.777954 Iteration 37Q: 3 clusters Score -907551.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -907560.000000 Penalty: 656.777954 Iteration 38Q: 3 clusters Score -907560 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20360 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -907564.062500 Penalty: 656.777954 Iteration 39Q: 3 clusters Score -907564.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20352 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -907623.625000 Penalty: 656.777954 Iteration 40F: 3 clusters Score -907623.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -907706.875000 Penalty: 656.777954 Iteration 41Q: 3 clusters Score -907706.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20147 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -907765.687500 Penalty: 656.777954 Iteration 42Q: 3 clusters Score -907765.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -907813.125000 Penalty: 656.777954 Iteration 43Q: 3 clusters Score -907813.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19957 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -907858.312500 Penalty: 656.777954 Iteration 44Q: 3 clusters Score -907858.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -907898.062500 Penalty: 656.777954 Iteration 45Q: 3 clusters Score -907898.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19778 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -907924.750000 Penalty: 656.777954 Iteration 46Q: 3 clusters Score -907924.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19709 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -907946.437500 Penalty: 656.777954 Iteration 47Q: 3 clusters Score -907946.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19652 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -907958.062500 Penalty: 656.777954 Iteration 48Q: 3 clusters Score -907958.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19611 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -907961.937500 Penalty: 656.777954 Iteration 49Q: 3 clusters Score -907961.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19570 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -907970.375000 Penalty: 656.777954 Iteration 50Q: 3 clusters Score -907970.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19535 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -907971.937500 Penalty: 656.777954 Iteration 51Q: 3 clusters Score -907971.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19511 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -907972.500000 Penalty: 656.777954 Iteration 52Q: 3 clusters Score -907972.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19494 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -907972.812500 Penalty: 656.777954 Iteration 53Q: 3 clusters Score -907972.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19479 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -907973.750000 Penalty: 656.777954 Iteration 54Q: 3 clusters Score -907973.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19472 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -907974.375000 Penalty: 656.777954 Iteration 55Q: 3 clusters Score -907974.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19466 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -907973.250000 Penalty: 656.777954 Iteration 56Q: 3 clusters Score -907973.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -907973.375000 Penalty: 656.777954 Iteration 57Q: 3 clusters Score -907973.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19458 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -907973.312500 Penalty: 656.777954 Iteration 58Q: 3 clusters Score -907973.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -907975.937500 Penalty: 656.777954 Iteration 59Q: 3 clusters Score -907975.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19446 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -907993.562500 Penalty: 656.777954 Iteration 60F: 3 clusters Score -907993.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -908008.000000 Penalty: 656.777954 Iteration 61Q: 3 clusters Score -908008 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19359 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -908024.125000 Penalty: 656.777954 Iteration 62Q: 3 clusters Score -908024.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19314 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -908034.937500 Penalty: 656.777954 Iteration 63Q: 3 clusters Score -908034.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19275 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -908044.375000 Penalty: 656.777954 Iteration 64Q: 3 clusters Score -908044.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19233 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -908052.937500 Penalty: 656.777954 Iteration 65Q: 3 clusters Score -908052.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19196 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -908057.062500 Penalty: 656.777954 Iteration 66Q: 3 clusters Score -908057.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19156 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -908064.125000 Penalty: 656.777954 Iteration 67Q: 3 clusters Score -908064.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19111 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -908076.250000 Penalty: 656.777954 Iteration 68Q: 3 clusters Score -908076.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -908089.937500 Penalty: 656.777954 Iteration 69Q: 3 clusters Score -908089.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19023 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -908103.687500 Penalty: 656.777954 Iteration 70Q: 3 clusters Score -908103.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18967 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -908128.937500 Penalty: 656.777954 Iteration 71Q: 3 clusters Score -908128.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -908156.937500 Penalty: 656.777954 Iteration 72Q: 3 clusters Score -908156.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18808 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -908187.312500 Penalty: 656.777954 Iteration 73Q: 3 clusters Score -908187.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -908207.187500 Penalty: 656.777954 Iteration 74Q: 3 clusters Score -908207.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -908216.250000 Penalty: 656.777954 Iteration 75Q: 3 clusters Score -908216.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -908225.375000 Penalty: 656.777954 Iteration 76Q: 3 clusters Score -908225.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -908233.375000 Penalty: 656.777954 Iteration 77Q: 3 clusters Score -908233.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -908236.625000 Penalty: 656.777954 Iteration 78Q: 3 clusters Score -908236.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -908242.500000 Penalty: 656.777954 Iteration 79Q: 3 clusters Score -908242.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18508 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -908294.812500 Penalty: 656.777954 Iteration 80F: 3 clusters Score -908294.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18399 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -908352.937500 Penalty: 656.777954 Iteration 81Q: 3 clusters Score -908352.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18288 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -908408.562500 Penalty: 656.777954 Iteration 82Q: 3 clusters Score -908408.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18187 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -908451.000000 Penalty: 656.777954 Iteration 83Q: 3 clusters Score -908451 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18085 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -908482.812500 Penalty: 656.777954 Iteration 84Q: 3 clusters Score -908482.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17993 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -908511.750000 Penalty: 656.777954 Iteration 85Q: 3 clusters Score -908511.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17913 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -908528.312500 Penalty: 656.777954 Iteration 86Q: 3 clusters Score -908528.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17831 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -908542.062500 Penalty: 656.777954 Iteration 87Q: 3 clusters Score -908542.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17760 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -908554.312500 Penalty: 656.777954 Iteration 88Q: 3 clusters Score -908554.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -908561.375000 Penalty: 656.777954 Iteration 89Q: 3 clusters Score -908561.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -908560.125000 Penalty: 656.777954 Iteration 90Q: 3 clusters Score -908560.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17647 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -908559.062500 Penalty: 656.777954 Iteration 91Q: 3 clusters Score -908559.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17627 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -908562.125000 Penalty: 656.777954 Iteration 92Q: 3 clusters Score -908562.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -908563.250000 Penalty: 656.777954 Iteration 93Q: 3 clusters Score -908563.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17577 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -908564.000000 Penalty: 656.777954 Iteration 94Q: 3 clusters Score -908564 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -908564.625000 Penalty: 656.777954 Iteration 95Q: 3 clusters Score -908564.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -908568.875000 Penalty: 656.777954 Iteration 96Q: 3 clusters Score -908568.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -908568.000000 Penalty: 656.777954 Iteration 97Q: 3 clusters Score -908568 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -908571.375000 Penalty: 656.777954 Iteration 98Q: 3 clusters Score -908571.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -908571.187500 Penalty: 656.777954 Iteration 99Q: 3 clusters Score -908571.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -908573.125000 Penalty: 656.777954 Iteration 100F: 3 clusters Score -908573.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17420 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -908574.500000 Penalty: 656.777954 Iteration 101Q: 3 clusters Score -908574.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -908575.250000 Penalty: 656.777954 Iteration 102Q: 3 clusters Score -908575.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17389 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -908576.187500 Penalty: 656.777954 Iteration 103Q: 3 clusters Score -908576.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17379 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -908575.937500 Penalty: 656.777954 Iteration 104Q: 3 clusters Score -908575.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -908575.312500 Penalty: 656.777954 Iteration 105Q: 3 clusters Score -908575.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -908575.687500 Penalty: 656.777954 Iteration 106Q: 3 clusters Score -908575.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17364 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -908575.750000 Penalty: 656.777954 Iteration 107Q: 3 clusters Score -908575.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -908575.312500 Penalty: 656.777954 Iteration 108Q: 3 clusters Score -908575.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17351 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -908574.000000 Penalty: 656.777954 Iteration 109Q: 3 clusters Score -908574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -908575.000000 Penalty: 656.777954 Iteration 110Q: 3 clusters Score -908575 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -908575.125000 Penalty: 656.777954 Iteration 111Q: 3 clusters Score -908575.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17321 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -908577.437500 Penalty: 656.777954 Iteration 112Q: 3 clusters Score -908577.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17315 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -908577.562500 Penalty: 656.777954 Iteration 113Q: 3 clusters Score -908577.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -908577.625000 Penalty: 656.777954 Iteration 114Q: 3 clusters Score -908577.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17297 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -908578.437500 Penalty: 656.777954 Iteration 115Q: 3 clusters Score -908578.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -908576.875000 Penalty: 656.777954 Iteration 116Q: 3 clusters Score -908576.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17288 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -908578.437500 Penalty: 656.777954 Iteration 117Q: 3 clusters Score -908578.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -908578.937500 Penalty: 656.777954 Iteration 118Q: 3 clusters Score -908578.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -908578.500000 Penalty: 656.777954 Iteration 119Q: 3 clusters Score -908578.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -908578.937500 Penalty: 656.777954 Iteration 120F: 3 clusters Score -908578.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -908578.812500 Penalty: 656.777954 Iteration 121Q: 3 clusters Score -908578.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17260 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -908579.312500 Penalty: 656.777954 Iteration 122Q: 3 clusters Score -908579.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17255 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -908579.500000 Penalty: 656.777954 Iteration 123Q: 3 clusters Score -908579.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17249 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -908579.875000 Penalty: 656.777954 Iteration 124Q: 3 clusters Score -908579.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -908579.625000 Penalty: 656.777954 Iteration 125Q: 3 clusters Score -908579.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -908581.062500 Penalty: 656.777954 Iteration 126Q: 3 clusters Score -908581.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -908581.500000 Penalty: 656.777954 Iteration 127Q: 3 clusters Score -908581.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -908582.062500 Penalty: 656.777954 Iteration 128Q: 3 clusters Score -908582.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -908581.500000 Penalty: 656.777954 Iteration 129Q: 3 clusters Score -908581.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -908581.500000 Penalty: 656.777954 Iteration 130F: 3 clusters Score -908581.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 2286 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 36060 members Mstep: Class 31 contains 2616 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 17231 members Mstep: Class 34 contains 2129 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1469 members Mstep: Class 37 contains 1885 members Mstep: Class 38 contains 1573 members Mstep: Class 39 contains 32952 members Mstep: Class 40 contains 4788 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23461 members Mstep: Class 43 contains 1284 members Mstep: Class 44 contains 10919 members Mstep: Class 45 contains 2467 members Mstep: Class 46 contains 56 members Mstep: Class 47 contains 8580 members Mstep: Class 48 contains 3420 members Mstep: Class 49 contains 5270 members Mstep: Class 50 contains 805 members Mstep: Class 51 contains 4757 members Mstep: Class 52 contains 4058 members Mstep: Class 53 contains 3746 members Entering Unmasked Estep Score: -18561526.000000 Penalty: 22731.875000 Splitting cluster 33 changes total score from -18517006.000000 to -18561526.000000 So it's getting split into cluster 53. Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 4433 members Mstep: Class 4 contains 31644 members Mstep: Class 5 contains 5604 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 3741 members Mstep: Class 8 contains 1320 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 1132 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 16198 members Mstep: Class 14 contains 31757 members Mstep: Class 15 contains 27817 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8548 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 20736 members Mstep: Class 21 contains 26614 members Mstep: Class 22 contains 597 members Mstep: Class 23 contains 1572 members Mstep: Class 24 contains 9577 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 27723 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 2286 members Mstep: Class 29 contains 13256 members Mstep: Class 30 contains 36060 members Mstep: Class 31 contains 2616 members Mstep: Class 32 contains 6738 members Mstep: Class 33 contains 17231 members Entering Unmasked Estep ConsiderDeletion Score: -18567620.000000 Penalty: 22731.875000 Iteration 79Q: 54 clusters Score -1.856762e+07 nChanged 9252 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 2076 members Mstep: Class 3 contains 4395 members Mstep: Class 4 contains 31710 members Mstep: Class 5 contains 5660 members Mstep: Class 6 contains 613 members Mstep: Class 7 contains 4270 members Mstep: Class 8 contains 1511 members Mstep: Class 9 contains 3338 members Mstep: Class 10 contains 6301 members Mstep: Class 11 contains 1089 members Mstep: Class 12 contains 668 members Mstep: Class 13 contains 16311 members Mstep: Class 14 contains 31622 members Mstep: Class 15 contains 27426 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8675 members Mstep: Class 18 contains 921 members Mstep: Class 19 contains 1879 members Mstep: Class 20 contains 20724 members Mstep: Class 21 contains 26929 members Mstep: Class 22 contains 643 members Mstep: Class 23 contains 1473 members Mstep: Class 24 contains 9880 members Mstep: Class 25 contains 583 members Mstep: Class 26 contains 27665 members Mstep: Class 27 contains 676 members Mstep: Class 28 contains 2303 members Mstep: Class 29 contains 13240 members Mstep: Class 30 contains 35771 members Mstep: Class 31 contains 2825 members Mstep: Class 32 contains 6990 members Mstep: Class 33 contains 16672 members Mstep: Class 34 contains 2146 members Mstep: Class 35 contains 206 members Mstep: Class 36 contains 1439 members Mstep: Class 37 contains 1786 members Mstep: Class 38 contains 1555 members Mstep: Class 39 contains 32886 members Mstep: Class 40 contains 4756 members Mstep: Class 41 contains 2117 members Mstep: Class 42 contains 23286 members Mstep: Class 43 contains 1235 members Mstep: Class 44 contains 10745 members Mstep: Class 45 contains 2410 members Mstep: Class 46 contains 55 members Mstep: Class 47 contains 8797 members Mstep: Class 48 contains 3713 members Mstep: Class 49 contains 5202 members Mstep: Class 50 contains 743 members Mstep: Class 51 contains 4616 members Mstep: Class 52 contains 3346 members Mstep: Class 53 contains 3736 members Entering Unmasked Estep ConsiderDeletion Score: -18573592.000000 Penalty: 22731.875000 Iteration 80F: 54 clusters Score -1.857359e+07 nChanged 8131 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 2019 members Mstep: Class 3 contains 4299 members Mstep: Class 4 contains 31278 members Mstep: Class 5 contains 5612 members Mstep: Class 6 contains 688 members Mstep: Class 7 contains 4191 members Mstep: Class 8 contains 1639 members Mstep: Class 9 contains 3334 members Mstep: Class 10 contains 6221 members Mstep: Class 11 contains 983 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 16410 members Mstep: Class 14 contains 31528 members Mstep: Class 15 contains 26431 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8594 members Mstep: Class 18 contains 925 members Mstep: Class 19 contains 1905 members Mstep: Class 20 contains 20036 members Mstep: Class 21 contains 26883 members Mstep: Class 22 contains 670 members Mstep: Class 23 contains 1412 members Mstep: Class 24 contains 10265 members Mstep: Class 25 contains 530 members Mstep: Class 26 contains 27597 members Mstep: Class 27 contains 704 members Mstep: Class 28 contains 2164 members Mstep: Class 29 contains 13201 members Mstep: Class 30 contains 35525 members Mstep: Class 31 contains 2885 members Mstep: Class 32 contains 7082 members Mstep: Class 33 contains 15926 members Mstep: Class 34 contains 2298 members Mstep: Class 35 contains 219 members Mstep: Class 36 contains 1655 members Mstep: Class 37 contains 1809 members Mstep: Class 38 contains 1595 members Mstep: Class 39 contains 32863 members Mstep: Class 40 contains 4779 members Mstep: Class 41 contains 2239 members Mstep: Class 42 contains 23567 members Mstep: Class 43 contains 1382 members Mstep: Class 44 contains 10723 members Mstep: Class 45 contains 2473 members Mstep: Class 46 contains 63 members Mstep: Class 47 contains 9995 members Mstep: Class 48 contains 3829 members Mstep: Class 49 contains 5221 members Mstep: Class 50 contains 824 members Mstep: Class 51 contains 4777 members Mstep: Class 52 contains 3127 members Mstep: Class 53 contains 4482 members Entering Unmasked Estep ConsiderDeletion Score: -18576724.000000 Penalty: 22731.875000 Iteration 81Q: 54 clusters Score -1.857672e+07 nChanged 5441 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 1995 members Mstep: Class 3 contains 4264 members Mstep: Class 4 contains 30888 members Mstep: Class 5 contains 5576 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 4226 members Mstep: Class 8 contains 1760 members Mstep: Class 9 contains 3325 members Mstep: Class 10 contains 6159 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 758 members Mstep: Class 13 contains 16529 members Mstep: Class 14 contains 31447 members Mstep: Class 15 contains 25704 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8567 members Mstep: Class 18 contains 928 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 19549 members Mstep: Class 21 contains 26801 members Mstep: Class 22 contains 682 members Mstep: Class 23 contains 1427 members Mstep: Class 24 contains 10703 members Mstep: Class 25 contains 511 members Mstep: Class 26 contains 27566 members Mstep: Class 27 contains 731 members Mstep: Class 28 contains 2083 members Mstep: Class 29 contains 13159 members Mstep: Class 30 contains 35358 members Mstep: Class 31 contains 2904 members Mstep: Class 32 contains 7205 members Mstep: Class 33 contains 15598 members Mstep: Class 34 contains 2392 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 1872 members Mstep: Class 37 contains 1818 members Mstep: Class 38 contains 1634 members Mstep: Class 39 contains 32734 members Mstep: Class 40 contains 4801 members Mstep: Class 41 contains 2289 members Mstep: Class 42 contains 23695 members Mstep: Class 43 contains 1490 members Mstep: Class 44 contains 10692 members Mstep: Class 45 contains 2454 members Mstep: Class 46 contains 68 members Mstep: Class 47 contains 10661 members Mstep: Class 48 contains 3893 members Mstep: Class 49 contains 5233 members Mstep: Class 50 contains 842 members Mstep: Class 51 contains 4798 members Mstep: Class 52 contains 2977 members Mstep: Class 53 contains 4980 members Entering Unmasked Estep ConsiderDeletion Score: -18578606.000000 Penalty: 22731.875000 Iteration 82Q: 54 clusters Score -1.857861e+07 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 1979 members Mstep: Class 3 contains 4259 members Mstep: Class 4 contains 30550 members Mstep: Class 5 contains 5556 members Mstep: Class 6 contains 772 members Mstep: Class 7 contains 4261 members Mstep: Class 8 contains 1844 members Mstep: Class 9 contains 3318 members Mstep: Class 10 contains 6091 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 795 members Mstep: Class 13 contains 16665 members Mstep: Class 14 contains 31358 members Mstep: Class 15 contains 25103 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8547 members Mstep: Class 18 contains 931 members Mstep: Class 19 contains 1972 members Mstep: Class 20 contains 19163 members Mstep: Class 21 contains 26659 members Mstep: Class 22 contains 704 members Mstep: Class 23 contains 1450 members Mstep: Class 24 contains 11090 members Mstep: Class 25 contains 494 members Mstep: Class 26 contains 27534 members Mstep: Class 27 contains 762 members Mstep: Class 28 contains 2020 members Mstep: Class 29 contains 13127 members Mstep: Class 30 contains 35221 members Mstep: Class 31 contains 2905 members Mstep: Class 32 contains 7319 members Mstep: Class 33 contains 15427 members Mstep: Class 34 contains 2453 members Mstep: Class 35 contains 237 members Mstep: Class 36 contains 2127 members Mstep: Class 37 contains 1828 members Mstep: Class 38 contains 1677 members Mstep: Class 39 contains 32556 members Mstep: Class 40 contains 4827 members Mstep: Class 41 contains 2316 members Mstep: Class 42 contains 23787 members Mstep: Class 43 contains 1580 members Mstep: Class 44 contains 10677 members Mstep: Class 45 contains 2412 members Mstep: Class 46 contains 71 members Mstep: Class 47 contains 11123 members Mstep: Class 48 contains 3948 members Mstep: Class 49 contains 5240 members Mstep: Class 50 contains 848 members Mstep: Class 51 contains 4802 members Mstep: Class 52 contains 2845 members Mstep: Class 53 contains 5427 members Entering Unmasked Estep ConsiderDeletion Score: -18579956.000000 Penalty: 22731.875000 Iteration 83Q: 54 clusters Score -1.857996e+07 nChanged 4010 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 1970 members Mstep: Class 3 contains 4268 members Mstep: Class 4 contains 30251 members Mstep: Class 5 contains 5539 members Mstep: Class 6 contains 809 members Mstep: Class 7 contains 4304 members Mstep: Class 8 contains 1912 members Mstep: Class 9 contains 3313 members Mstep: Class 10 contains 6024 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 824 members Mstep: Class 13 contains 16799 members Mstep: Class 14 contains 31245 members Mstep: Class 15 contains 24541 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8527 members Mstep: Class 18 contains 948 members Mstep: Class 19 contains 2002 members Mstep: Class 20 contains 18824 members Mstep: Class 21 contains 26514 members Mstep: Class 22 contains 723 members Mstep: Class 23 contains 1465 members Mstep: Class 24 contains 11443 members Mstep: Class 25 contains 478 members Mstep: Class 26 contains 27527 members Mstep: Class 27 contains 789 members Mstep: Class 28 contains 1976 members Mstep: Class 29 contains 13084 members Mstep: Class 30 contains 35100 members Mstep: Class 31 contains 2905 members Mstep: Class 32 contains 7451 members Mstep: Class 33 contains 15326 members Mstep: Class 34 contains 2480 members Mstep: Class 35 contains 249 members Mstep: Class 36 contains 2369 members Mstep: Class 37 contains 1829 members Mstep: Class 38 contains 1712 members Mstep: Class 39 contains 32331 members Mstep: Class 40 contains 4841 members Mstep: Class 41 contains 2347 members Mstep: Class 42 contains 23842 members Mstep: Class 43 contains 1679 members Mstep: Class 44 contains 10673 members Mstep: Class 45 contains 2383 members Mstep: Class 46 contains 70 members Mstep: Class 47 contains 11513 members Mstep: Class 48 contains 3981 members Mstep: Class 49 contains 5237 members Mstep: Class 50 contains 870 members Mstep: Class 51 contains 4801 members Mstep: Class 52 contains 2747 members Mstep: Class 53 contains 5847 members Entering Unmasked Estep ConsiderDeletion Score: -18580970.000000 Penalty: 22731.875000 Iteration 84Q: 54 clusters Score -1.858097e+07 nChanged 3582 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1962 members Mstep: Class 3 contains 4272 members Mstep: Class 4 contains 29986 members Mstep: Class 5 contains 5515 members Mstep: Class 6 contains 842 members Mstep: Class 7 contains 4346 members Mstep: Class 8 contains 1974 members Mstep: Class 9 contains 3313 members Mstep: Class 10 contains 5941 members Mstep: Class 11 contains 658 members Mstep: Class 12 contains 854 members Mstep: Class 13 contains 16929 members Mstep: Class 14 contains 31140 members Mstep: Class 15 contains 24046 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8518 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 2031 members Mstep: Class 20 contains 18508 members Mstep: Class 21 contains 26369 members Mstep: Class 22 contains 742 members Mstep: Class 23 contains 1483 members Mstep: Class 24 contains 11782 members Mstep: Class 25 contains 475 members Mstep: Class 26 contains 27534 members Mstep: Class 27 contains 812 members Mstep: Class 28 contains 1957 members Mstep: Class 29 contains 13022 members Mstep: Class 30 contains 34981 members Mstep: Class 31 contains 2900 members Mstep: Class 32 contains 7594 members Mstep: Class 33 contains 15275 members Mstep: Class 34 contains 2481 members Mstep: Class 35 contains 254 members Mstep: Class 36 contains 2651 members Mstep: Class 37 contains 1829 members Mstep: Class 38 contains 1736 members Mstep: Class 39 contains 32077 members Mstep: Class 40 contains 4859 members Mstep: Class 41 contains 2370 members Mstep: Class 42 contains 23879 members Mstep: Class 43 contains 1761 members Mstep: Class 44 contains 10669 members Mstep: Class 45 contains 2348 members Mstep: Class 46 contains 70 members Mstep: Class 47 contains 11838 members Mstep: Class 48 contains 3995 members Mstep: Class 49 contains 5224 members Mstep: Class 50 contains 893 members Mstep: Class 51 contains 4799 members Mstep: Class 52 contains 2685 members Mstep: Class 53 contains 6214 members Entering Unmasked Estep ConsiderDeletion Score: -18582028.000000 Penalty: 22731.875000 Iteration 85Q: 54 clusters Score -1.858203e+07 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 1950 members Mstep: Class 3 contains 4274 members Mstep: Class 4 contains 29734 members Mstep: Class 5 contains 5512 members Mstep: Class 6 contains 860 members Mstep: Class 7 contains 4376 members Mstep: Class 8 contains 2033 members Mstep: Class 9 contains 3310 members Mstep: Class 10 contains 5867 members Mstep: Class 11 contains 601 members Mstep: Class 12 contains 858 members Mstep: Class 13 contains 17028 members Mstep: Class 14 contains 31051 members Mstep: Class 15 contains 23588 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8505 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 2060 members Mstep: Class 20 contains 18220 members Mstep: Class 21 contains 26233 members Mstep: Class 22 contains 763 members Mstep: Class 23 contains 1511 members Mstep: Class 24 contains 12088 members Mstep: Class 25 contains 475 members Mstep: Class 26 contains 27532 members Mstep: Class 27 contains 830 members Mstep: Class 28 contains 1949 members Mstep: Class 29 contains 12976 members Mstep: Class 30 contains 34886 members Mstep: Class 31 contains 2892 members Mstep: Class 32 contains 7721 members Mstep: Class 33 contains 15290 members Mstep: Class 34 contains 2471 members Mstep: Class 35 contains 262 members Mstep: Class 36 contains 2939 members Mstep: Class 37 contains 1834 members Mstep: Class 38 contains 1756 members Mstep: Class 39 contains 31841 members Mstep: Class 40 contains 4871 members Mstep: Class 41 contains 2387 members Mstep: Class 42 contains 23908 members Mstep: Class 43 contains 1832 members Mstep: Class 44 contains 10673 members Mstep: Class 45 contains 2313 members Mstep: Class 46 contains 70 members Mstep: Class 47 contains 12088 members Mstep: Class 48 contains 3998 members Mstep: Class 49 contains 5208 members Mstep: Class 50 contains 919 members Mstep: Class 51 contains 4805 members Mstep: Class 52 contains 2634 members Mstep: Class 53 contains 6534 members Entering Unmasked Estep ConsiderDeletion Score: -18582730.000000 Penalty: 22731.875000 Iteration 86Q: 54 clusters Score -1.858273e+07 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 1950 members Mstep: Class 3 contains 4280 members Mstep: Class 4 contains 29502 members Mstep: Class 5 contains 5496 members Mstep: Class 6 contains 886 members Mstep: Class 7 contains 4390 members Mstep: Class 8 contains 2072 members Mstep: Class 9 contains 3303 members Mstep: Class 10 contains 5809 members Mstep: Class 11 contains 546 members Mstep: Class 12 contains 859 members Mstep: Class 13 contains 17143 members Mstep: Class 14 contains 30941 members Mstep: Class 15 contains 23129 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8514 members Mstep: Class 18 contains 1001 members Mstep: Class 19 contains 2098 members Mstep: Class 20 contains 17964 members Mstep: Class 21 contains 26134 members Mstep: Class 22 contains 776 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 12396 members Mstep: Class 25 contains 475 members Mstep: Class 26 contains 27543 members Mstep: Class 27 contains 841 members Mstep: Class 28 contains 1950 members Mstep: Class 29 contains 12949 members Mstep: Class 30 contains 34798 members Mstep: Class 31 contains 2886 members Mstep: Class 32 contains 7858 members Mstep: Class 33 contains 15316 members Mstep: Class 34 contains 2443 members Mstep: Class 35 contains 270 members Mstep: Class 36 contains 3200 members Mstep: Class 37 contains 1839 members Mstep: Class 38 contains 1777 members Mstep: Class 39 contains 31590 members Mstep: Class 40 contains 4881 members Mstep: Class 41 contains 2396 members Mstep: Class 42 contains 23933 members Mstep: Class 43 contains 1901 members Mstep: Class 44 contains 10673 members Mstep: Class 45 contains 2272 members Mstep: Class 46 contains 71 members Mstep: Class 47 contains 12340 members Mstep: Class 48 contains 3989 members Mstep: Class 49 contains 5199 members Mstep: Class 50 contains 930 members Mstep: Class 51 contains 4800 members Mstep: Class 52 contains 2565 members Mstep: Class 53 contains 6803 members Entering Unmasked Estep ConsiderDeletion Score: -18583344.000000 Penalty: 22731.875000 Iteration 87Q: 54 clusters Score -1.858334e+07 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 1944 members Mstep: Class 3 contains 4286 members Mstep: Class 4 contains 29285 members Mstep: Class 5 contains 5473 members Mstep: Class 6 contains 915 members Mstep: Class 7 contains 4400 members Mstep: Class 8 contains 2103 members Mstep: Class 9 contains 3298 members Mstep: Class 10 contains 5804 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 854 members Mstep: Class 13 contains 17233 members Mstep: Class 14 contains 30854 members Mstep: Class 15 contains 22703 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8518 members Mstep: Class 18 contains 1039 members Mstep: Class 19 contains 2138 members Mstep: Class 20 contains 17747 members Mstep: Class 21 contains 26056 members Mstep: Class 22 contains 793 members Mstep: Class 23 contains 1550 members Mstep: Class 24 contains 12667 members Mstep: Class 25 contains 472 members Mstep: Class 26 contains 27561 members Mstep: Class 27 contains 853 members Mstep: Class 28 contains 1947 members Mstep: Class 29 contains 12919 members Mstep: Class 30 contains 34723 members Mstep: Class 31 contains 2880 members Mstep: Class 32 contains 8004 members Mstep: Class 33 contains 15350 members Mstep: Class 34 contains 2411 members Mstep: Class 35 contains 280 members Mstep: Class 36 contains 3390 members Mstep: Class 37 contains 1851 members Mstep: Class 38 contains 1791 members Mstep: Class 39 contains 31318 members Mstep: Class 40 contains 4888 members Mstep: Class 41 contains 2400 members Mstep: Class 42 contains 23968 members Mstep: Class 43 contains 1965 members Mstep: Class 44 contains 10681 members Mstep: Class 45 contains 2228 members Mstep: Class 46 contains 72 members Mstep: Class 47 contains 12566 members Mstep: Class 48 contains 3975 members Mstep: Class 49 contains 5182 members Mstep: Class 50 contains 940 members Mstep: Class 51 contains 4790 members Mstep: Class 52 contains 2518 members Mstep: Class 53 contains 7038 members Entering Unmasked Estep ConsiderDeletion Score: -18583798.000000 Penalty: 22731.875000 Iteration 88Q: 54 clusters Score -1.85838e+07 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 1939 members Mstep: Class 3 contains 4293 members Mstep: Class 4 contains 29099 members Mstep: Class 5 contains 5445 members Mstep: Class 6 contains 930 members Mstep: Class 7 contains 4421 members Mstep: Class 8 contains 2126 members Mstep: Class 9 contains 3296 members Mstep: Class 10 contains 5795 members Mstep: Class 11 contains 493 members Mstep: Class 12 contains 850 members Mstep: Class 13 contains 17329 members Mstep: Class 14 contains 30779 members Mstep: Class 15 contains 22294 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8523 members Mstep: Class 18 contains 1071 members Mstep: Class 19 contains 2180 members Mstep: Class 20 contains 17574 members Mstep: Class 21 contains 25962 members Mstep: Class 22 contains 814 members Mstep: Class 23 contains 1600 members Mstep: Class 24 contains 12923 members Mstep: Class 25 contains 460 members Mstep: Class 26 contains 27575 members Mstep: Class 27 contains 863 members Mstep: Class 28 contains 1946 members Mstep: Class 29 contains 12895 members Mstep: Class 30 contains 34649 members Mstep: Class 31 contains 2870 members Mstep: Class 32 contains 8156 members Mstep: Class 33 contains 15396 members Mstep: Class 34 contains 2372 members Mstep: Class 35 contains 291 members Mstep: Class 36 contains 3591 members Mstep: Class 37 contains 1858 members Mstep: Class 38 contains 1799 members Mstep: Class 39 contains 31025 members Mstep: Class 40 contains 4895 members Mstep: Class 41 contains 2411 members Mstep: Class 42 contains 23993 members Mstep: Class 43 contains 2023 members Mstep: Class 44 contains 10673 members Mstep: Class 45 contains 2181 members Mstep: Class 46 contains 74 members Mstep: Class 47 contains 12738 members Mstep: Class 48 contains 3961 members Mstep: Class 49 contains 5168 members Mstep: Class 50 contains 951 members Mstep: Class 51 contains 4782 members Mstep: Class 52 contains 2475 members Mstep: Class 53 contains 7238 members Entering Unmasked Estep ConsiderDeletion Score: -18584350.000000 Penalty: 22731.875000 Iteration 89Q: 54 clusters Score -1.858435e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 1942 members Mstep: Class 3 contains 4303 members Mstep: Class 4 contains 28936 members Mstep: Class 5 contains 5422 members Mstep: Class 6 contains 951 members Mstep: Class 7 contains 4440 members Mstep: Class 8 contains 2144 members Mstep: Class 9 contains 3295 members Mstep: Class 10 contains 5789 members Mstep: Class 11 contains 460 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 17407 members Mstep: Class 14 contains 30726 members Mstep: Class 15 contains 21897 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8529 members Mstep: Class 18 contains 1078 members Mstep: Class 19 contains 2219 members Mstep: Class 20 contains 17420 members Mstep: Class 21 contains 25852 members Mstep: Class 22 contains 827 members Mstep: Class 23 contains 1637 members Mstep: Class 24 contains 13141 members Mstep: Class 25 contains 458 members Mstep: Class 26 contains 27575 members Mstep: Class 27 contains 872 members Mstep: Class 28 contains 1946 members Mstep: Class 29 contains 12882 members Mstep: Class 30 contains 34575 members Mstep: Class 31 contains 2868 members Mstep: Class 32 contains 8295 members Mstep: Class 33 contains 15447 members Mstep: Class 34 contains 2336 members Mstep: Class 35 contains 297 members Mstep: Class 36 contains 3776 members Mstep: Class 37 contains 1866 members Mstep: Class 38 contains 1808 members Mstep: Class 39 contains 30720 members Mstep: Class 40 contains 4901 members Mstep: Class 41 contains 2420 members Mstep: Class 42 contains 24011 members Mstep: Class 43 contains 2085 members Mstep: Class 44 contains 10672 members Mstep: Class 45 contains 2145 members Mstep: Class 46 contains 76 members Mstep: Class 47 contains 12917 members Mstep: Class 48 contains 3947 members Mstep: Class 49 contains 5160 members Mstep: Class 50 contains 961 members Mstep: Class 51 contains 4774 members Mstep: Class 52 contains 2453 members Mstep: Class 53 contains 7427 members Entering Unmasked Estep ConsiderDeletion Score: -18584836.000000 Penalty: 22731.875000 Iteration 90Q: 54 clusters Score -1.858484e+07 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 1938 members Mstep: Class 3 contains 4315 members Mstep: Class 4 contains 28800 members Mstep: Class 5 contains 5399 members Mstep: Class 6 contains 965 members Mstep: Class 7 contains 4461 members Mstep: Class 8 contains 2168 members Mstep: Class 9 contains 3292 members Mstep: Class 10 contains 5801 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 842 members Mstep: Class 13 contains 17481 members Mstep: Class 14 contains 30678 members Mstep: Class 15 contains 21503 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8529 members Mstep: Class 18 contains 1085 members Mstep: Class 19 contains 2257 members Mstep: Class 20 contains 17301 members Mstep: Class 21 contains 25763 members Mstep: Class 22 contains 838 members Mstep: Class 23 contains 1682 members Mstep: Class 24 contains 13330 members Mstep: Class 25 contains 457 members Mstep: Class 26 contains 27579 members Mstep: Class 27 contains 876 members Mstep: Class 28 contains 1944 members Mstep: Class 29 contains 12865 members Mstep: Class 30 contains 34521 members Mstep: Class 31 contains 2862 members Mstep: Class 32 contains 8453 members Mstep: Class 33 contains 15478 members Mstep: Class 34 contains 2298 members Mstep: Class 35 contains 304 members Mstep: Class 36 contains 3925 members Mstep: Class 37 contains 1866 members Mstep: Class 38 contains 1819 members Mstep: Class 39 contains 30420 members Mstep: Class 40 contains 4906 members Mstep: Class 41 contains 2432 members Mstep: Class 42 contains 24030 members Mstep: Class 43 contains 2139 members Mstep: Class 44 contains 10677 members Mstep: Class 45 contains 2114 members Mstep: Class 46 contains 79 members Mstep: Class 47 contains 13060 members Mstep: Class 48 contains 3936 members Mstep: Class 49 contains 5144 members Mstep: Class 50 contains 978 members Mstep: Class 51 contains 4765 members Mstep: Class 52 contains 2439 members Mstep: Class 53 contains 7597 members Entering Unmasked Estep ConsiderDeletion Score: -18585090.000000 Penalty: 22731.875000 Iteration 91Q: 54 clusters Score -1.858509e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 1935 members Mstep: Class 3 contains 4328 members Mstep: Class 4 contains 28658 members Mstep: Class 5 contains 5372 members Mstep: Class 6 contains 974 members Mstep: Class 7 contains 4463 members Mstep: Class 8 contains 2191 members Mstep: Class 9 contains 3292 members Mstep: Class 10 contains 5814 members Mstep: Class 11 contains 396 members Mstep: Class 12 contains 843 members Mstep: Class 13 contains 17558 members Mstep: Class 14 contains 30625 members Mstep: Class 15 contains 21119 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8540 members Mstep: Class 18 contains 1113 members Mstep: Class 19 contains 2292 members Mstep: Class 20 contains 17198 members Mstep: Class 21 contains 25687 members Mstep: Class 22 contains 854 members Mstep: Class 23 contains 1714 members Mstep: Class 24 contains 13481 members Mstep: Class 25 contains 456 members Mstep: Class 26 contains 27586 members Mstep: Class 27 contains 879 members Mstep: Class 28 contains 1945 members Mstep: Class 29 contains 12846 members Mstep: Class 30 contains 34501 members Mstep: Class 31 contains 2859 members Mstep: Class 32 contains 8615 members Mstep: Class 33 contains 15515 members Mstep: Class 34 contains 2263 members Mstep: Class 35 contains 311 members Mstep: Class 36 contains 4055 members Mstep: Class 37 contains 1871 members Mstep: Class 38 contains 1831 members Mstep: Class 39 contains 30122 members Mstep: Class 40 contains 4910 members Mstep: Class 41 contains 2438 members Mstep: Class 42 contains 24053 members Mstep: Class 43 contains 2185 members Mstep: Class 44 contains 10684 members Mstep: Class 45 contains 2072 members Mstep: Class 46 contains 82 members Mstep: Class 47 contains 13193 members Mstep: Class 48 contains 3918 members Mstep: Class 49 contains 5125 members Mstep: Class 50 contains 985 members Mstep: Class 51 contains 4762 members Mstep: Class 52 contains 2422 members Mstep: Class 53 contains 7756 members Entering Unmasked Estep ConsiderDeletion Score: -18585410.000000 Penalty: 22731.875000 Iteration 92Q: 54 clusters Score -1.858541e+07 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 11985 members Mstep: Class 2 contains 1935 members Mstep: Class 3 contains 4324 members Mstep: Class 4 contains 28504 members Mstep: Class 5 contains 5352 members Mstep: Class 6 contains 981 members Mstep: Class 7 contains 4458 members Mstep: Class 8 contains 2206 members Mstep: Class 9 contains 3290 members Mstep: Class 10 contains 5835 members Mstep: Class 11 contains 376 members Mstep: Class 12 contains 842 members Mstep: Class 13 contains 17648 members Mstep: Class 14 contains 30563 members Mstep: Class 15 contains 20734 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8558 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 2326 members Mstep: Class 20 contains 17103 members Mstep: Class 21 contains 25587 members Mstep: Class 22 contains 878 members Mstep: Class 23 contains 1743 members Mstep: Class 24 contains 13640 members Mstep: Class 25 contains 453 members Mstep: Class 26 contains 27584 members Mstep: Class 27 contains 884 members Mstep: Class 28 contains 1941 members Mstep: Class 29 contains 12837 members Mstep: Class 30 contains 34471 members Mstep: Class 31 contains 2855 members Mstep: Class 32 contains 8765 members Mstep: Class 33 contains 15551 members Mstep: Class 34 contains 2234 members Mstep: Class 35 contains 323 members Mstep: Class 36 contains 4152 members Mstep: Class 37 contains 1874 members Mstep: Class 38 contains 1839 members Mstep: Class 39 contains 29847 members Mstep: Class 40 contains 4920 members Mstep: Class 41 contains 2442 members Mstep: Class 42 contains 24081 members Mstep: Class 43 contains 2218 members Mstep: Class 44 contains 10691 members Mstep: Class 45 contains 2042 members Mstep: Class 46 contains 87 members Mstep: Class 47 contains 13325 members Mstep: Class 48 contains 3910 members Mstep: Class 49 contains 5115 members Mstep: Class 50 contains 989 members Mstep: Class 51 contains 4759 members Mstep: Class 52 contains 2406 members Mstep: Class 53 contains 7933 members Entering Unmasked Estep ConsiderDeletion Score: -18585596.000000 Penalty: 22731.875000 Iteration 93Q: 54 clusters Score -1.85856e+07 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 1934 members Mstep: Class 3 contains 4330 members Mstep: Class 4 contains 28385 members Mstep: Class 5 contains 5336 members Mstep: Class 6 contains 999 members Mstep: Class 7 contains 4421 members Mstep: Class 8 contains 2225 members Mstep: Class 9 contains 3289 members Mstep: Class 10 contains 5854 members Mstep: Class 11 contains 353 members Mstep: Class 12 contains 836 members Mstep: Class 13 contains 17738 members Mstep: Class 14 contains 30490 members Mstep: Class 15 contains 20355 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8586 members Mstep: Class 18 contains 1161 members Mstep: Class 19 contains 2351 members Mstep: Class 20 contains 17016 members Mstep: Class 21 contains 25507 members Mstep: Class 22 contains 900 members Mstep: Class 23 contains 1765 members Mstep: Class 24 contains 13753 members Mstep: Class 25 contains 450 members Mstep: Class 26 contains 27586 members Mstep: Class 27 contains 889 members Mstep: Class 28 contains 1937 members Mstep: Class 29 contains 12820 members Mstep: Class 30 contains 34464 members Mstep: Class 31 contains 2846 members Mstep: Class 32 contains 8901 members Mstep: Class 33 contains 15583 members Mstep: Class 34 contains 2212 members Mstep: Class 35 contains 327 members Mstep: Class 36 contains 4234 members Mstep: Class 37 contains 1881 members Mstep: Class 38 contains 1852 members Mstep: Class 39 contains 29583 members Mstep: Class 40 contains 4932 members Mstep: Class 41 contains 2448 members Mstep: Class 42 contains 24116 members Mstep: Class 43 contains 2240 members Mstep: Class 44 contains 10702 members Mstep: Class 45 contains 2010 members Mstep: Class 46 contains 92 members Mstep: Class 47 contains 13470 members Mstep: Class 48 contains 3902 members Mstep: Class 49 contains 5102 members Mstep: Class 50 contains 993 members Mstep: Class 51 contains 4758 members Mstep: Class 52 contains 2398 members Mstep: Class 53 contains 8078 members Entering Unmasked Estep ConsiderDeletion Score: -18585888.000000 Penalty: 22731.875000 Iteration 94Q: 54 clusters Score -1.858589e+07 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 1935 members Mstep: Class 3 contains 4323 members Mstep: Class 4 contains 28275 members Mstep: Class 5 contains 5321 members Mstep: Class 6 contains 1007 members Mstep: Class 7 contains 4372 members Mstep: Class 8 contains 2242 members Mstep: Class 9 contains 3288 members Mstep: Class 10 contains 5903 members Mstep: Class 11 contains 334 members Mstep: Class 12 contains 829 members Mstep: Class 13 contains 17822 members Mstep: Class 14 contains 30417 members Mstep: Class 15 contains 19981 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8617 members Mstep: Class 18 contains 1189 members Mstep: Class 19 contains 2384 members Mstep: Class 20 contains 16926 members Mstep: Class 21 contains 25437 members Mstep: Class 22 contains 917 members Mstep: Class 23 contains 1785 members Mstep: Class 24 contains 13799 members Mstep: Class 25 contains 448 members Mstep: Class 26 contains 27589 members Mstep: Class 27 contains 894 members Mstep: Class 28 contains 1934 members Mstep: Class 29 contains 12798 members Mstep: Class 30 contains 34503 members Mstep: Class 31 contains 2844 members Mstep: Class 32 contains 9019 members Mstep: Class 33 contains 15604 members Mstep: Class 34 contains 2182 members Mstep: Class 35 contains 336 members Mstep: Class 36 contains 4299 members Mstep: Class 37 contains 1888 members Mstep: Class 38 contains 1862 members Mstep: Class 39 contains 29315 members Mstep: Class 40 contains 4942 members Mstep: Class 41 contains 2453 members Mstep: Class 42 contains 24139 members Mstep: Class 43 contains 2270 members Mstep: Class 44 contains 10714 members Mstep: Class 45 contains 2000 members Mstep: Class 46 contains 96 members Mstep: Class 47 contains 13595 members Mstep: Class 48 contains 3898 members Mstep: Class 49 contains 5095 members Mstep: Class 50 contains 999 members Mstep: Class 51 contains 4759 members Mstep: Class 52 contains 2381 members Mstep: Class 53 contains 8215 members Entering Unmasked Estep ConsiderDeletion Score: -18586180.000000 Penalty: 22731.875000 Iteration 95Q: 54 clusters Score -1.858618e+07 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 1932 members Mstep: Class 3 contains 4316 members Mstep: Class 4 contains 28183 members Mstep: Class 5 contains 5311 members Mstep: Class 6 contains 1007 members Mstep: Class 7 contains 4313 members Mstep: Class 8 contains 2254 members Mstep: Class 9 contains 3285 members Mstep: Class 10 contains 5947 members Mstep: Class 11 contains 318 members Mstep: Class 12 contains 823 members Mstep: Class 13 contains 17922 members Mstep: Class 14 contains 30325 members Mstep: Class 15 contains 19570 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8644 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 2413 members Mstep: Class 20 contains 16854 members Mstep: Class 21 contains 25390 members Mstep: Class 22 contains 932 members Mstep: Class 23 contains 1811 members Mstep: Class 24 contains 13792 members Mstep: Class 25 contains 448 members Mstep: Class 26 contains 27591 members Mstep: Class 27 contains 896 members Mstep: Class 28 contains 1931 members Mstep: Class 29 contains 12781 members Mstep: Class 30 contains 34583 members Mstep: Class 31 contains 2843 members Mstep: Class 32 contains 9151 members Mstep: Class 33 contains 15609 members Mstep: Class 34 contains 2158 members Mstep: Class 35 contains 345 members Mstep: Class 36 contains 4362 members Mstep: Class 37 contains 1895 members Mstep: Class 38 contains 1871 members Mstep: Class 39 contains 29028 members Mstep: Class 40 contains 4951 members Mstep: Class 41 contains 2459 members Mstep: Class 42 contains 24168 members Mstep: Class 43 contains 2289 members Mstep: Class 44 contains 10734 members Mstep: Class 45 contains 1992 members Mstep: Class 46 contains 101 members Mstep: Class 47 contains 13702 members Mstep: Class 48 contains 3895 members Mstep: Class 49 contains 5080 members Mstep: Class 50 contains 1001 members Mstep: Class 51 contains 4758 members Mstep: Class 52 contains 2367 members Mstep: Class 53 contains 8347 members Entering Unmasked Estep ConsiderDeletion Score: -18586696.000000 Penalty: 22731.875000 Iteration 96Q: 54 clusters Score -1.85867e+07 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 1929 members Mstep: Class 3 contains 4313 members Mstep: Class 4 contains 28098 members Mstep: Class 5 contains 5303 members Mstep: Class 6 contains 1005 members Mstep: Class 7 contains 4240 members Mstep: Class 8 contains 2265 members Mstep: Class 9 contains 3282 members Mstep: Class 10 contains 6002 members Mstep: Class 11 contains 308 members Mstep: Class 12 contains 815 members Mstep: Class 13 contains 18010 members Mstep: Class 14 contains 30237 members Mstep: Class 15 contains 19065 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8671 members Mstep: Class 18 contains 1230 members Mstep: Class 19 contains 2437 members Mstep: Class 20 contains 16790 members Mstep: Class 21 contains 25338 members Mstep: Class 22 contains 954 members Mstep: Class 23 contains 1824 members Mstep: Class 24 contains 13718 members Mstep: Class 25 contains 451 members Mstep: Class 26 contains 27592 members Mstep: Class 27 contains 900 members Mstep: Class 28 contains 1930 members Mstep: Class 29 contains 12767 members Mstep: Class 30 contains 34727 members Mstep: Class 31 contains 2838 members Mstep: Class 32 contains 9273 members Mstep: Class 33 contains 15624 members Mstep: Class 34 contains 2132 members Mstep: Class 35 contains 353 members Mstep: Class 36 contains 4419 members Mstep: Class 37 contains 1901 members Mstep: Class 38 contains 1885 members Mstep: Class 39 contains 28744 members Mstep: Class 40 contains 4960 members Mstep: Class 41 contains 2465 members Mstep: Class 42 contains 24208 members Mstep: Class 43 contains 2314 members Mstep: Class 44 contains 10755 members Mstep: Class 45 contains 1979 members Mstep: Class 46 contains 103 members Mstep: Class 47 contains 13830 members Mstep: Class 48 contains 3889 members Mstep: Class 49 contains 5066 members Mstep: Class 50 contains 1004 members Mstep: Class 51 contains 4757 members Mstep: Class 52 contains 2362 members Mstep: Class 53 contains 8465 members Entering Unmasked Estep ConsiderDeletion Score: -18587084.000000 Penalty: 22731.875000 Iteration 97Q: 54 clusters Score -1.858708e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 1929 members Mstep: Class 3 contains 4307 members Mstep: Class 4 contains 28019 members Mstep: Class 5 contains 5299 members Mstep: Class 6 contains 1013 members Mstep: Class 7 contains 4165 members Mstep: Class 8 contains 2267 members Mstep: Class 9 contains 3278 members Mstep: Class 10 contains 6057 members Mstep: Class 11 contains 294 members Mstep: Class 12 contains 812 members Mstep: Class 13 contains 18094 members Mstep: Class 14 contains 30147 members Mstep: Class 15 contains 18505 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8710 members Mstep: Class 18 contains 1245 members Mstep: Class 19 contains 2469 members Mstep: Class 20 contains 16725 members Mstep: Class 21 contains 25275 members Mstep: Class 22 contains 970 members Mstep: Class 23 contains 1830 members Mstep: Class 24 contains 13580 members Mstep: Class 25 contains 450 members Mstep: Class 26 contains 27602 members Mstep: Class 27 contains 906 members Mstep: Class 28 contains 1929 members Mstep: Class 29 contains 12762 members Mstep: Class 30 contains 34926 members Mstep: Class 31 contains 2835 members Mstep: Class 32 contains 9404 members Mstep: Class 33 contains 15654 members Mstep: Class 34 contains 2101 members Mstep: Class 35 contains 353 members Mstep: Class 36 contains 4465 members Mstep: Class 37 contains 1904 members Mstep: Class 38 contains 1897 members Mstep: Class 39 contains 28477 members Mstep: Class 40 contains 4968 members Mstep: Class 41 contains 2473 members Mstep: Class 42 contains 24242 members Mstep: Class 43 contains 2342 members Mstep: Class 44 contains 10779 members Mstep: Class 45 contains 1956 members Mstep: Class 46 contains 107 members Mstep: Class 47 contains 13973 members Mstep: Class 48 contains 3879 members Mstep: Class 49 contains 5057 members Mstep: Class 50 contains 1006 members Mstep: Class 51 contains 4754 members Mstep: Class 52 contains 2358 members Mstep: Class 53 contains 8564 members Entering Unmasked Estep ConsiderDeletion Score: -18587392.000000 Penalty: 22731.875000 Iteration 98Q: 54 clusters Score -1.858739e+07 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 13845 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 4299 members Mstep: Class 4 contains 27961 members Mstep: Class 5 contains 5288 members Mstep: Class 6 contains 1016 members Mstep: Class 7 contains 4085 members Mstep: Class 8 contains 2268 members Mstep: Class 9 contains 3275 members Mstep: Class 10 contains 6119 members Mstep: Class 11 contains 282 members Mstep: Class 12 contains 807 members Mstep: Class 13 contains 18185 members Mstep: Class 14 contains 30052 members Mstep: Class 15 contains 17947 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8740 members Mstep: Class 18 contains 1266 members Mstep: Class 19 contains 2494 members Mstep: Class 20 contains 16679 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 993 members Mstep: Class 23 contains 1838 members Mstep: Class 24 contains 13372 members Mstep: Class 25 contains 446 members Mstep: Class 26 contains 27608 members Mstep: Class 27 contains 912 members Mstep: Class 28 contains 1929 members Mstep: Class 29 contains 12759 members Mstep: Class 30 contains 35205 members Mstep: Class 31 contains 2834 members Mstep: Class 32 contains 9538 members Mstep: Class 33 contains 15690 members Mstep: Class 34 contains 2076 members Mstep: Class 35 contains 355 members Mstep: Class 36 contains 4501 members Mstep: Class 37 contains 1904 members Mstep: Class 38 contains 1907 members Mstep: Class 39 contains 28208 members Mstep: Class 40 contains 4978 members Mstep: Class 41 contains 2478 members Mstep: Class 42 contains 24279 members Mstep: Class 43 contains 2369 members Mstep: Class 44 contains 10798 members Mstep: Class 45 contains 1931 members Mstep: Class 46 contains 109 members Mstep: Class 47 contains 14089 members Mstep: Class 48 contains 3872 members Mstep: Class 49 contains 5049 members Mstep: Class 50 contains 1011 members Mstep: Class 51 contains 4750 members Mstep: Class 52 contains 2351 members Mstep: Class 53 contains 8638 members Entering Unmasked Estep ConsiderDeletion Score: -18587792.000000 Penalty: 22731.875000 Iteration 99Q: 54 clusters Score -1.858779e+07 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 1929 members Mstep: Class 3 contains 4295 members Mstep: Class 4 contains 27908 members Mstep: Class 5 contains 5264 members Mstep: Class 6 contains 1021 members Mstep: Class 7 contains 4007 members Mstep: Class 8 contains 2269 members Mstep: Class 9 contains 3274 members Mstep: Class 10 contains 6167 members Mstep: Class 11 contains 269 members Mstep: Class 12 contains 805 members Mstep: Class 13 contains 18281 members Mstep: Class 14 contains 29962 members Mstep: Class 15 contains 17413 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8763 members Mstep: Class 18 contains 1292 members Mstep: Class 19 contains 2510 members Mstep: Class 20 contains 16622 members Mstep: Class 21 contains 25175 members Mstep: Class 22 contains 1015 members Mstep: Class 23 contains 1842 members Mstep: Class 24 contains 13133 members Mstep: Class 25 contains 445 members Mstep: Class 26 contains 27612 members Mstep: Class 27 contains 917 members Mstep: Class 28 contains 1930 members Mstep: Class 29 contains 12755 members Mstep: Class 30 contains 35524 members Mstep: Class 31 contains 2833 members Mstep: Class 32 contains 9669 members Mstep: Class 33 contains 15731 members Mstep: Class 34 contains 2065 members Mstep: Class 35 contains 355 members Mstep: Class 36 contains 4531 members Mstep: Class 37 contains 1907 members Mstep: Class 38 contains 1914 members Mstep: Class 39 contains 27974 members Mstep: Class 40 contains 4986 members Mstep: Class 41 contains 2479 members Mstep: Class 42 contains 24327 members Mstep: Class 43 contains 2398 members Mstep: Class 44 contains 10816 members Mstep: Class 45 contains 1912 members Mstep: Class 46 contains 111 members Mstep: Class 47 contains 14227 members Mstep: Class 48 contains 3866 members Mstep: Class 49 contains 5042 members Mstep: Class 50 contains 1016 members Mstep: Class 51 contains 4745 members Mstep: Class 52 contains 2341 members Mstep: Class 53 contains 8680 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 399.697662 but Gain 428.902344 Score: -18588780.000000 Penalty: 22302.972656 Iteration 100F: 53 clusters Score -1.858878e+07 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 1933 members Mstep: Class 3 contains 4283 members Mstep: Class 4 contains 27853 members Mstep: Class 5 contains 5242 members Mstep: Class 6 contains 1021 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 2273 members Mstep: Class 9 contains 3274 members Mstep: Class 10 contains 6229 members Mstep: Class 12 contains 926 members Mstep: Class 13 contains 18507 members Mstep: Class 14 contains 29864 members Mstep: Class 15 contains 16742 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8811 members Mstep: Class 18 contains 1343 members Mstep: Class 19 contains 2534 members Mstep: Class 20 contains 16565 members Mstep: Class 21 contains 25125 members Mstep: Class 22 contains 1044 members Mstep: Class 23 contains 1850 members Mstep: Class 24 contains 12865 members Mstep: Class 25 contains 445 members Mstep: Class 26 contains 27614 members Mstep: Class 27 contains 923 members Mstep: Class 28 contains 1871 members Mstep: Class 29 contains 12644 members Mstep: Class 30 contains 35867 members Mstep: Class 31 contains 2830 members Mstep: Class 32 contains 9794 members Mstep: Class 33 contains 15725 members Mstep: Class 34 contains 2105 members Mstep: Class 35 contains 356 members Mstep: Class 36 contains 4542 members Mstep: Class 37 contains 1911 members Mstep: Class 38 contains 1924 members Mstep: Class 39 contains 27727 members Mstep: Class 40 contains 4992 members Mstep: Class 41 contains 2522 members Mstep: Class 42 contains 24385 members Mstep: Class 43 contains 2442 members Mstep: Class 44 contains 10836 members Mstep: Class 45 contains 1892 members Mstep: Class 46 contains 114 members Mstep: Class 47 contains 14349 members Mstep: Class 48 contains 3882 members Mstep: Class 49 contains 5028 members Mstep: Class 50 contains 1036 members Mstep: Class 51 contains 4740 members Mstep: Class 52 contains 2309 members Mstep: Class 53 contains 8796 members Entering Unmasked Estep ConsiderDeletion Score: -18590146.000000 Penalty: 22302.972656 Iteration 101Q: 53 clusters Score -1.859015e+07 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 15444 members Mstep: Class 2 contains 1926 members Mstep: Class 3 contains 4284 members Mstep: Class 4 contains 27769 members Mstep: Class 5 contains 5211 members Mstep: Class 6 contains 1020 members Mstep: Class 7 contains 3775 members Mstep: Class 8 contains 2272 members Mstep: Class 9 contains 3277 members Mstep: Class 10 contains 6324 members Mstep: Class 12 contains 976 members Mstep: Class 13 contains 18603 members Mstep: Class 14 contains 29766 members Mstep: Class 15 contains 15867 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8817 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 2561 members Mstep: Class 20 contains 16513 members Mstep: Class 21 contains 25083 members Mstep: Class 22 contains 1076 members Mstep: Class 23 contains 1860 members Mstep: Class 24 contains 12575 members Mstep: Class 25 contains 442 members Mstep: Class 26 contains 27612 members Mstep: Class 27 contains 929 members Mstep: Class 28 contains 1831 members Mstep: Class 29 contains 12579 members Mstep: Class 30 contains 36235 members Mstep: Class 31 contains 2833 members Mstep: Class 32 contains 9896 members Mstep: Class 33 contains 15703 members Mstep: Class 34 contains 2122 members Mstep: Class 35 contains 354 members Mstep: Class 36 contains 4567 members Mstep: Class 37 contains 1913 members Mstep: Class 38 contains 1936 members Mstep: Class 39 contains 27474 members Mstep: Class 40 contains 5016 members Mstep: Class 41 contains 2528 members Mstep: Class 42 contains 24452 members Mstep: Class 43 contains 2476 members Mstep: Class 44 contains 10856 members Mstep: Class 45 contains 1880 members Mstep: Class 46 contains 115 members Mstep: Class 47 contains 14510 members Mstep: Class 48 contains 3886 members Mstep: Class 49 contains 5016 members Mstep: Class 50 contains 1041 members Mstep: Class 51 contains 4734 members Mstep: Class 52 contains 2300 members Mstep: Class 53 contains 8927 members Entering Unmasked Estep ConsiderDeletion Score: -18590918.000000 Penalty: 22302.972656 Iteration 102Q: 53 clusters Score -1.859092e+07 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 1920 members Mstep: Class 3 contains 4288 members Mstep: Class 4 contains 27697 members Mstep: Class 5 contains 5172 members Mstep: Class 6 contains 1020 members Mstep: Class 7 contains 3690 members Mstep: Class 8 contains 2272 members Mstep: Class 9 contains 3276 members Mstep: Class 10 contains 6407 members Mstep: Class 12 contains 994 members Mstep: Class 13 contains 18693 members Mstep: Class 14 contains 29684 members Mstep: Class 15 contains 14968 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8814 members Mstep: Class 18 contains 1404 members Mstep: Class 19 contains 2588 members Mstep: Class 20 contains 16461 members Mstep: Class 21 contains 25050 members Mstep: Class 22 contains 1123 members Mstep: Class 23 contains 1869 members Mstep: Class 24 contains 12289 members Mstep: Class 25 contains 426 members Mstep: Class 26 contains 27610 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 1792 members Mstep: Class 29 contains 12549 members Mstep: Class 30 contains 36605 members Mstep: Class 31 contains 2835 members Mstep: Class 32 contains 10019 members Mstep: Class 33 contains 15697 members Mstep: Class 34 contains 2126 members Mstep: Class 35 contains 350 members Mstep: Class 36 contains 4600 members Mstep: Class 37 contains 1911 members Mstep: Class 38 contains 1951 members Mstep: Class 39 contains 27221 members Mstep: Class 40 contains 5039 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 24516 members Mstep: Class 43 contains 2506 members Mstep: Class 44 contains 10878 members Mstep: Class 45 contains 1865 members Mstep: Class 46 contains 116 members Mstep: Class 47 contains 14690 members Mstep: Class 48 contains 3888 members Mstep: Class 49 contains 5000 members Mstep: Class 50 contains 1049 members Mstep: Class 51 contains 4723 members Mstep: Class 52 contains 2287 members Mstep: Class 53 contains 9026 members Entering Unmasked Estep ConsiderDeletion Score: -18591710.000000 Penalty: 22302.972656 Iteration 103Q: 53 clusters Score -1.859171e+07 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 1915 members Mstep: Class 3 contains 4284 members Mstep: Class 4 contains 27637 members Mstep: Class 5 contains 5144 members Mstep: Class 6 contains 1022 members Mstep: Class 7 contains 3603 members Mstep: Class 8 contains 2274 members Mstep: Class 9 contains 3277 members Mstep: Class 10 contains 6490 members Mstep: Class 12 contains 1025 members Mstep: Class 13 contains 18755 members Mstep: Class 14 contains 29610 members Mstep: Class 15 contains 14076 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8819 members Mstep: Class 18 contains 1429 members Mstep: Class 19 contains 2611 members Mstep: Class 20 contains 16402 members Mstep: Class 21 contains 25014 members Mstep: Class 22 contains 1159 members Mstep: Class 23 contains 1870 members Mstep: Class 24 contains 12026 members Mstep: Class 25 contains 412 members Mstep: Class 26 contains 27616 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 1758 members Mstep: Class 29 contains 12508 members Mstep: Class 30 contains 36949 members Mstep: Class 31 contains 2831 members Mstep: Class 32 contains 10117 members Mstep: Class 33 contains 15694 members Mstep: Class 34 contains 2125 members Mstep: Class 35 contains 350 members Mstep: Class 36 contains 4619 members Mstep: Class 37 contains 1908 members Mstep: Class 38 contains 1964 members Mstep: Class 39 contains 27005 members Mstep: Class 40 contains 5065 members Mstep: Class 41 contains 2537 members Mstep: Class 42 contains 24597 members Mstep: Class 43 contains 2547 members Mstep: Class 44 contains 10897 members Mstep: Class 45 contains 1845 members Mstep: Class 46 contains 121 members Mstep: Class 47 contains 14936 members Mstep: Class 48 contains 3883 members Mstep: Class 49 contains 4986 members Mstep: Class 50 contains 1061 members Mstep: Class 51 contains 4719 members Mstep: Class 52 contains 2270 members Mstep: Class 53 contains 9114 members Entering Unmasked Estep ConsiderDeletion Score: -18592320.000000 Penalty: 22302.972656 Iteration 104Q: 53 clusters Score -1.859232e+07 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 1914 members Mstep: Class 3 contains 4287 members Mstep: Class 4 contains 27565 members Mstep: Class 5 contains 5127 members Mstep: Class 6 contains 1018 members Mstep: Class 7 contains 3557 members Mstep: Class 8 contains 2275 members Mstep: Class 9 contains 3279 members Mstep: Class 10 contains 6566 members Mstep: Class 12 contains 1085 members Mstep: Class 13 contains 18819 members Mstep: Class 14 contains 29541 members Mstep: Class 15 contains 13263 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8825 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 2648 members Mstep: Class 20 contains 16330 members Mstep: Class 21 contains 24976 members Mstep: Class 22 contains 1190 members Mstep: Class 23 contains 1864 members Mstep: Class 24 contains 11764 members Mstep: Class 25 contains 397 members Mstep: Class 26 contains 27624 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 1721 members Mstep: Class 29 contains 12434 members Mstep: Class 30 contains 37287 members Mstep: Class 31 contains 2836 members Mstep: Class 32 contains 10234 members Mstep: Class 33 contains 15686 members Mstep: Class 34 contains 2102 members Mstep: Class 35 contains 349 members Mstep: Class 36 contains 4626 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 1989 members Mstep: Class 39 contains 26791 members Mstep: Class 40 contains 5089 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24685 members Mstep: Class 43 contains 2567 members Mstep: Class 44 contains 10935 members Mstep: Class 45 contains 1832 members Mstep: Class 46 contains 128 members Mstep: Class 47 contains 15179 members Mstep: Class 48 contains 3884 members Mstep: Class 49 contains 4973 members Mstep: Class 50 contains 1077 members Mstep: Class 51 contains 4716 members Mstep: Class 52 contains 2250 members Mstep: Class 53 contains 9204 members Entering Unmasked Estep ConsiderDeletion Score: -18592866.000000 Penalty: 22302.972656 Iteration 105Q: 53 clusters Score -1.859287e+07 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 1913 members Mstep: Class 3 contains 4289 members Mstep: Class 4 contains 27516 members Mstep: Class 5 contains 5105 members Mstep: Class 6 contains 1013 members Mstep: Class 7 contains 3511 members Mstep: Class 8 contains 2273 members Mstep: Class 9 contains 3276 members Mstep: Class 10 contains 6635 members Mstep: Class 12 contains 1093 members Mstep: Class 13 contains 18880 members Mstep: Class 14 contains 29461 members Mstep: Class 15 contains 12555 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8829 members Mstep: Class 18 contains 1494 members Mstep: Class 19 contains 2678 members Mstep: Class 20 contains 16265 members Mstep: Class 21 contains 24943 members Mstep: Class 22 contains 1227 members Mstep: Class 23 contains 1869 members Mstep: Class 24 contains 11511 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 27628 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 1680 members Mstep: Class 29 contains 12416 members Mstep: Class 30 contains 37614 members Mstep: Class 31 contains 2842 members Mstep: Class 32 contains 10339 members Mstep: Class 33 contains 15675 members Mstep: Class 34 contains 2101 members Mstep: Class 35 contains 350 members Mstep: Class 36 contains 4637 members Mstep: Class 37 contains 1913 members Mstep: Class 38 contains 2007 members Mstep: Class 39 contains 26581 members Mstep: Class 40 contains 5111 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24751 members Mstep: Class 43 contains 2590 members Mstep: Class 44 contains 10972 members Mstep: Class 45 contains 1816 members Mstep: Class 46 contains 130 members Mstep: Class 47 contains 15417 members Mstep: Class 48 contains 3882 members Mstep: Class 49 contains 4966 members Mstep: Class 50 contains 1083 members Mstep: Class 51 contains 4713 members Mstep: Class 52 contains 2235 members Mstep: Class 53 contains 9279 members Entering Unmasked Estep ConsiderDeletion Score: -18593160.000000 Penalty: 22302.972656 Iteration 106Q: 53 clusters Score -1.859316e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 17960 members Mstep: Class 2 contains 1911 members Mstep: Class 3 contains 4285 members Mstep: Class 4 contains 27467 members Mstep: Class 5 contains 5104 members Mstep: Class 6 contains 1010 members Mstep: Class 7 contains 3485 members Mstep: Class 8 contains 2272 members Mstep: Class 9 contains 3275 members Mstep: Class 10 contains 6704 members Mstep: Class 12 contains 1088 members Mstep: Class 13 contains 18919 members Mstep: Class 14 contains 29390 members Mstep: Class 15 contains 11948 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8843 members Mstep: Class 18 contains 1529 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 16194 members Mstep: Class 21 contains 24916 members Mstep: Class 22 contains 1270 members Mstep: Class 23 contains 1882 members Mstep: Class 24 contains 11277 members Mstep: Class 25 contains 385 members Mstep: Class 26 contains 27636 members Mstep: Class 27 contains 944 members Mstep: Class 28 contains 1646 members Mstep: Class 29 contains 12404 members Mstep: Class 30 contains 37897 members Mstep: Class 31 contains 2848 members Mstep: Class 32 contains 10438 members Mstep: Class 33 contains 15662 members Mstep: Class 34 contains 2100 members Mstep: Class 35 contains 353 members Mstep: Class 36 contains 4655 members Mstep: Class 37 contains 1914 members Mstep: Class 38 contains 2029 members Mstep: Class 39 contains 26381 members Mstep: Class 40 contains 5144 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24806 members Mstep: Class 43 contains 2601 members Mstep: Class 44 contains 11005 members Mstep: Class 45 contains 1808 members Mstep: Class 46 contains 134 members Mstep: Class 47 contains 15598 members Mstep: Class 48 contains 3880 members Mstep: Class 49 contains 4963 members Mstep: Class 50 contains 1090 members Mstep: Class 51 contains 4700 members Mstep: Class 52 contains 2217 members Mstep: Class 53 contains 9336 members Entering Unmasked Estep ConsiderDeletion Score: -18593386.000000 Penalty: 22302.972656 Iteration 107Q: 53 clusters Score -1.859339e+07 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18268 members Mstep: Class 2 contains 1909 members Mstep: Class 3 contains 4280 members Mstep: Class 4 contains 27420 members Mstep: Class 5 contains 5103 members Mstep: Class 6 contains 1008 members Mstep: Class 7 contains 3455 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 3275 members Mstep: Class 10 contains 6779 members Mstep: Class 12 contains 1083 members Mstep: Class 13 contains 18947 members Mstep: Class 14 contains 29317 members Mstep: Class 15 contains 11387 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8850 members Mstep: Class 18 contains 1572 members Mstep: Class 19 contains 2721 members Mstep: Class 20 contains 16132 members Mstep: Class 21 contains 24888 members Mstep: Class 22 contains 1306 members Mstep: Class 23 contains 1884 members Mstep: Class 24 contains 11059 members Mstep: Class 25 contains 390 members Mstep: Class 26 contains 27638 members Mstep: Class 27 contains 946 members Mstep: Class 28 contains 1606 members Mstep: Class 29 contains 12404 members Mstep: Class 30 contains 38173 members Mstep: Class 31 contains 2852 members Mstep: Class 32 contains 10538 members Mstep: Class 33 contains 15665 members Mstep: Class 34 contains 2104 members Mstep: Class 35 contains 358 members Mstep: Class 36 contains 4671 members Mstep: Class 37 contains 1910 members Mstep: Class 38 contains 2051 members Mstep: Class 39 contains 26171 members Mstep: Class 40 contains 5172 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24868 members Mstep: Class 43 contains 2623 members Mstep: Class 44 contains 11052 members Mstep: Class 45 contains 1797 members Mstep: Class 46 contains 141 members Mstep: Class 47 contains 15739 members Mstep: Class 48 contains 3883 members Mstep: Class 49 contains 4958 members Mstep: Class 50 contains 1105 members Mstep: Class 51 contains 4684 members Mstep: Class 52 contains 2201 members Mstep: Class 53 contains 9389 members Entering Unmasked Estep ConsiderDeletion Score: -18593564.000000 Penalty: 22302.972656 Iteration 108Q: 53 clusters Score -1.859356e+07 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 4265 members Mstep: Class 4 contains 27387 members Mstep: Class 5 contains 5100 members Mstep: Class 6 contains 1008 members Mstep: Class 7 contains 3445 members Mstep: Class 8 contains 2273 members Mstep: Class 9 contains 3274 members Mstep: Class 10 contains 6865 members Mstep: Class 12 contains 1079 members Mstep: Class 13 contains 18968 members Mstep: Class 14 contains 29253 members Mstep: Class 15 contains 10866 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8874 members Mstep: Class 18 contains 1614 members Mstep: Class 19 contains 2745 members Mstep: Class 20 contains 16075 members Mstep: Class 21 contains 24856 members Mstep: Class 22 contains 1335 members Mstep: Class 23 contains 1888 members Mstep: Class 24 contains 10857 members Mstep: Class 25 contains 396 members Mstep: Class 26 contains 27641 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 1582 members Mstep: Class 29 contains 12402 members Mstep: Class 30 contains 38416 members Mstep: Class 31 contains 2852 members Mstep: Class 32 contains 10623 members Mstep: Class 33 contains 15669 members Mstep: Class 34 contains 2093 members Mstep: Class 35 contains 360 members Mstep: Class 36 contains 4683 members Mstep: Class 37 contains 1906 members Mstep: Class 38 contains 2075 members Mstep: Class 39 contains 25976 members Mstep: Class 40 contains 5193 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24930 members Mstep: Class 43 contains 2640 members Mstep: Class 44 contains 11088 members Mstep: Class 45 contains 1790 members Mstep: Class 46 contains 148 members Mstep: Class 47 contains 15896 members Mstep: Class 48 contains 3887 members Mstep: Class 49 contains 4950 members Mstep: Class 50 contains 1118 members Mstep: Class 51 contains 4669 members Mstep: Class 52 contains 2175 members Mstep: Class 53 contains 9433 members Entering Unmasked Estep ConsiderDeletion Score: -18593956.000000 Penalty: 22302.972656 Iteration 109Q: 53 clusters Score -1.859396e+07 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18744 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 4246 members Mstep: Class 4 contains 27366 members Mstep: Class 5 contains 5079 members Mstep: Class 6 contains 1009 members Mstep: Class 7 contains 3451 members Mstep: Class 8 contains 2274 members Mstep: Class 9 contains 3274 members Mstep: Class 10 contains 6943 members Mstep: Class 12 contains 1072 members Mstep: Class 13 contains 19007 members Mstep: Class 14 contains 29178 members Mstep: Class 15 contains 10409 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8896 members Mstep: Class 18 contains 1665 members Mstep: Class 19 contains 2762 members Mstep: Class 20 contains 16023 members Mstep: Class 21 contains 24839 members Mstep: Class 22 contains 1370 members Mstep: Class 23 contains 1903 members Mstep: Class 24 contains 10682 members Mstep: Class 25 contains 402 members Mstep: Class 26 contains 27642 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 1564 members Mstep: Class 29 contains 12403 members Mstep: Class 30 contains 38628 members Mstep: Class 31 contains 2852 members Mstep: Class 32 contains 10707 members Mstep: Class 33 contains 15657 members Mstep: Class 34 contains 2073 members Mstep: Class 35 contains 365 members Mstep: Class 36 contains 4692 members Mstep: Class 37 contains 1906 members Mstep: Class 38 contains 2089 members Mstep: Class 39 contains 25782 members Mstep: Class 40 contains 5217 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 24976 members Mstep: Class 43 contains 2665 members Mstep: Class 44 contains 11136 members Mstep: Class 45 contains 1791 members Mstep: Class 46 contains 156 members Mstep: Class 47 contains 16004 members Mstep: Class 48 contains 3893 members Mstep: Class 49 contains 4943 members Mstep: Class 50 contains 1125 members Mstep: Class 51 contains 4664 members Mstep: Class 52 contains 2153 members Mstep: Class 53 contains 9469 members Entering Unmasked Estep ConsiderDeletion Score: -18594208.000000 Penalty: 22302.972656 Iteration 110Q: 53 clusters Score -1.859421e+07 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 18919 members Mstep: Class 2 contains 1905 members Mstep: Class 3 contains 4230 members Mstep: Class 4 contains 27340 members Mstep: Class 5 contains 5049 members Mstep: Class 6 contains 1010 members Mstep: Class 7 contains 3451 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3273 members Mstep: Class 10 contains 7020 members Mstep: Class 12 contains 1066 members Mstep: Class 13 contains 19043 members Mstep: Class 14 contains 29113 members Mstep: Class 15 contains 9994 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8924 members Mstep: Class 18 contains 1719 members Mstep: Class 19 contains 2789 members Mstep: Class 20 contains 15974 members Mstep: Class 21 contains 24816 members Mstep: Class 22 contains 1401 members Mstep: Class 23 contains 1918 members Mstep: Class 24 contains 10533 members Mstep: Class 25 contains 408 members Mstep: Class 26 contains 27645 members Mstep: Class 27 contains 956 members Mstep: Class 28 contains 1546 members Mstep: Class 29 contains 12400 members Mstep: Class 30 contains 38816 members Mstep: Class 31 contains 2849 members Mstep: Class 32 contains 10796 members Mstep: Class 33 contains 15657 members Mstep: Class 34 contains 2050 members Mstep: Class 35 contains 368 members Mstep: Class 36 contains 4696 members Mstep: Class 37 contains 1907 members Mstep: Class 38 contains 2105 members Mstep: Class 39 contains 25580 members Mstep: Class 40 contains 5235 members Mstep: Class 41 contains 2536 members Mstep: Class 42 contains 25023 members Mstep: Class 43 contains 2695 members Mstep: Class 44 contains 11181 members Mstep: Class 45 contains 1800 members Mstep: Class 46 contains 166 members Mstep: Class 47 contains 16087 members Mstep: Class 48 contains 3897 members Mstep: Class 49 contains 4935 members Mstep: Class 50 contains 1129 members Mstep: Class 51 contains 4658 members Mstep: Class 52 contains 2139 members Mstep: Class 53 contains 9515 members Entering Unmasked Estep ConsiderDeletion Score: -18594444.000000 Penalty: 22302.972656 Iteration 111Q: 53 clusters Score -1.859444e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19066 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 4203 members Mstep: Class 4 contains 27297 members Mstep: Class 5 contains 5034 members Mstep: Class 6 contains 1013 members Mstep: Class 7 contains 3459 members Mstep: Class 8 contains 2274 members Mstep: Class 9 contains 3273 members Mstep: Class 10 contains 7105 members Mstep: Class 12 contains 1060 members Mstep: Class 13 contains 19073 members Mstep: Class 14 contains 29053 members Mstep: Class 15 contains 9628 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8948 members Mstep: Class 18 contains 1773 members Mstep: Class 19 contains 2819 members Mstep: Class 20 contains 15916 members Mstep: Class 21 contains 24806 members Mstep: Class 22 contains 1422 members Mstep: Class 23 contains 1950 members Mstep: Class 24 contains 10421 members Mstep: Class 25 contains 416 members Mstep: Class 26 contains 27650 members Mstep: Class 27 contains 958 members Mstep: Class 28 contains 1523 members Mstep: Class 29 contains 12401 members Mstep: Class 30 contains 38962 members Mstep: Class 31 contains 2848 members Mstep: Class 32 contains 10882 members Mstep: Class 33 contains 15664 members Mstep: Class 34 contains 2031 members Mstep: Class 35 contains 368 members Mstep: Class 36 contains 4705 members Mstep: Class 37 contains 1914 members Mstep: Class 38 contains 2126 members Mstep: Class 39 contains 25380 members Mstep: Class 40 contains 5252 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 25060 members Mstep: Class 43 contains 2722 members Mstep: Class 44 contains 11231 members Mstep: Class 45 contains 1820 members Mstep: Class 46 contains 179 members Mstep: Class 47 contains 16124 members Mstep: Class 48 contains 3894 members Mstep: Class 49 contains 4928 members Mstep: Class 50 contains 1139 members Mstep: Class 51 contains 4649 members Mstep: Class 52 contains 2122 members Mstep: Class 53 contains 9556 members Entering Unmasked Estep ConsiderDeletion Score: -18594778.000000 Penalty: 22302.972656 Iteration 112Q: 53 clusters Score -1.859478e+07 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19191 members Mstep: Class 2 contains 1912 members Mstep: Class 3 contains 4188 members Mstep: Class 4 contains 27253 members Mstep: Class 5 contains 5010 members Mstep: Class 6 contains 1015 members Mstep: Class 7 contains 3469 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3272 members Mstep: Class 10 contains 7180 members Mstep: Class 12 contains 1057 members Mstep: Class 13 contains 19090 members Mstep: Class 14 contains 29000 members Mstep: Class 15 contains 9290 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8968 members Mstep: Class 18 contains 1822 members Mstep: Class 19 contains 2852 members Mstep: Class 20 contains 15862 members Mstep: Class 21 contains 24789 members Mstep: Class 22 contains 1465 members Mstep: Class 23 contains 1976 members Mstep: Class 24 contains 10327 members Mstep: Class 25 contains 416 members Mstep: Class 26 contains 27652 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 1495 members Mstep: Class 29 contains 12399 members Mstep: Class 30 contains 39087 members Mstep: Class 31 contains 2847 members Mstep: Class 32 contains 10991 members Mstep: Class 33 contains 15671 members Mstep: Class 34 contains 2005 members Mstep: Class 35 contains 367 members Mstep: Class 36 contains 4728 members Mstep: Class 37 contains 1919 members Mstep: Class 38 contains 2143 members Mstep: Class 39 contains 25169 members Mstep: Class 40 contains 5265 members Mstep: Class 41 contains 2535 members Mstep: Class 42 contains 25101 members Mstep: Class 43 contains 2747 members Mstep: Class 44 contains 11281 members Mstep: Class 45 contains 1843 members Mstep: Class 46 contains 189 members Mstep: Class 47 contains 16151 members Mstep: Class 48 contains 3890 members Mstep: Class 49 contains 4923 members Mstep: Class 50 contains 1153 members Mstep: Class 51 contains 4641 members Mstep: Class 52 contains 2108 members Mstep: Class 53 contains 9598 members Entering Unmasked Estep ConsiderDeletion Score: -18594950.000000 Penalty: 22302.972656 Iteration 113Q: 53 clusters Score -1.859495e+07 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19296 members Mstep: Class 2 contains 1920 members Mstep: Class 3 contains 4176 members Mstep: Class 4 contains 27211 members Mstep: Class 5 contains 5003 members Mstep: Class 6 contains 1016 members Mstep: Class 7 contains 3492 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3270 members Mstep: Class 10 contains 7259 members Mstep: Class 12 contains 1055 members Mstep: Class 13 contains 19104 members Mstep: Class 14 contains 28955 members Mstep: Class 15 contains 8980 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8974 members Mstep: Class 18 contains 1873 members Mstep: Class 19 contains 2875 members Mstep: Class 20 contains 15820 members Mstep: Class 21 contains 24769 members Mstep: Class 22 contains 1504 members Mstep: Class 23 contains 1992 members Mstep: Class 24 contains 10256 members Mstep: Class 25 contains 415 members Mstep: Class 26 contains 27652 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1477 members Mstep: Class 29 contains 12398 members Mstep: Class 30 contains 39199 members Mstep: Class 31 contains 2851 members Mstep: Class 32 contains 11099 members Mstep: Class 33 contains 15689 members Mstep: Class 34 contains 1972 members Mstep: Class 35 contains 369 members Mstep: Class 36 contains 4742 members Mstep: Class 37 contains 1919 members Mstep: Class 38 contains 2165 members Mstep: Class 39 contains 24950 members Mstep: Class 40 contains 5285 members Mstep: Class 41 contains 2534 members Mstep: Class 42 contains 25123 members Mstep: Class 43 contains 2770 members Mstep: Class 44 contains 11339 members Mstep: Class 45 contains 1866 members Mstep: Class 46 contains 193 members Mstep: Class 47 contains 16149 members Mstep: Class 48 contains 3889 members Mstep: Class 49 contains 4919 members Mstep: Class 50 contains 1164 members Mstep: Class 51 contains 4633 members Mstep: Class 52 contains 2100 members Mstep: Class 53 contains 9640 members Entering Unmasked Estep ConsiderDeletion Score: -18595146.000000 Penalty: 22302.972656 Iteration 114Q: 53 clusters Score -1.859515e+07 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 1922 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 27175 members Mstep: Class 5 contains 5016 members Mstep: Class 6 contains 1018 members Mstep: Class 7 contains 3508 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3269 members Mstep: Class 10 contains 7347 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19122 members Mstep: Class 14 contains 28896 members Mstep: Class 15 contains 8676 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 8991 members Mstep: Class 18 contains 1920 members Mstep: Class 19 contains 2883 members Mstep: Class 20 contains 15795 members Mstep: Class 21 contains 24741 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 10195 members Mstep: Class 25 contains 418 members Mstep: Class 26 contains 27651 members Mstep: Class 27 contains 963 members Mstep: Class 28 contains 1469 members Mstep: Class 29 contains 12398 members Mstep: Class 30 contains 39292 members Mstep: Class 31 contains 2853 members Mstep: Class 32 contains 11220 members Mstep: Class 33 contains 15706 members Mstep: Class 34 contains 1961 members Mstep: Class 35 contains 372 members Mstep: Class 36 contains 4754 members Mstep: Class 37 contains 1920 members Mstep: Class 38 contains 2179 members Mstep: Class 39 contains 24710 members Mstep: Class 40 contains 5305 members Mstep: Class 41 contains 2533 members Mstep: Class 42 contains 25144 members Mstep: Class 43 contains 2789 members Mstep: Class 44 contains 11394 members Mstep: Class 45 contains 1901 members Mstep: Class 46 contains 197 members Mstep: Class 47 contains 16136 members Mstep: Class 48 contains 3890 members Mstep: Class 49 contains 4912 members Mstep: Class 50 contains 1171 members Mstep: Class 51 contains 4624 members Mstep: Class 52 contains 2097 members Mstep: Class 53 contains 9686 members Entering Unmasked Estep ConsiderDeletion Score: -18595274.000000 Penalty: 22302.972656 Iteration 115Q: 53 clusters Score -1.859527e+07 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19493 members Mstep: Class 2 contains 1926 members Mstep: Class 3 contains 4130 members Mstep: Class 4 contains 27145 members Mstep: Class 5 contains 5037 members Mstep: Class 6 contains 1018 members Mstep: Class 7 contains 3529 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3266 members Mstep: Class 10 contains 7428 members Mstep: Class 12 contains 1053 members Mstep: Class 13 contains 19131 members Mstep: Class 14 contains 28830 members Mstep: Class 15 contains 8376 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9013 members Mstep: Class 18 contains 1985 members Mstep: Class 19 contains 2883 members Mstep: Class 20 contains 15778 members Mstep: Class 21 contains 24709 members Mstep: Class 22 contains 1552 members Mstep: Class 23 contains 2020 members Mstep: Class 24 contains 10149 members Mstep: Class 25 contains 419 members Mstep: Class 26 contains 27651 members Mstep: Class 27 contains 962 members Mstep: Class 28 contains 1464 members Mstep: Class 29 contains 12397 members Mstep: Class 30 contains 39373 members Mstep: Class 31 contains 2853 members Mstep: Class 32 contains 11354 members Mstep: Class 33 contains 15709 members Mstep: Class 34 contains 1951 members Mstep: Class 35 contains 373 members Mstep: Class 36 contains 4759 members Mstep: Class 37 contains 1921 members Mstep: Class 38 contains 2189 members Mstep: Class 39 contains 24463 members Mstep: Class 40 contains 5330 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25163 members Mstep: Class 43 contains 2809 members Mstep: Class 44 contains 11466 members Mstep: Class 45 contains 1953 members Mstep: Class 46 contains 204 members Mstep: Class 47 contains 16092 members Mstep: Class 48 contains 3890 members Mstep: Class 49 contains 4909 members Mstep: Class 50 contains 1179 members Mstep: Class 51 contains 4621 members Mstep: Class 52 contains 2091 members Mstep: Class 53 contains 9734 members Entering Unmasked Estep ConsiderDeletion Score: -18595418.000000 Penalty: 22302.972656 Iteration 116Q: 53 clusters Score -1.859542e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19576 members Mstep: Class 2 contains 1924 members Mstep: Class 3 contains 4106 members Mstep: Class 4 contains 27108 members Mstep: Class 5 contains 5056 members Mstep: Class 6 contains 1020 members Mstep: Class 7 contains 3545 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3265 members Mstep: Class 10 contains 7513 members Mstep: Class 12 contains 1053 members Mstep: Class 13 contains 19157 members Mstep: Class 14 contains 28764 members Mstep: Class 15 contains 8098 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9025 members Mstep: Class 18 contains 2056 members Mstep: Class 19 contains 2881 members Mstep: Class 20 contains 15767 members Mstep: Class 21 contains 24687 members Mstep: Class 22 contains 1576 members Mstep: Class 23 contains 2037 members Mstep: Class 24 contains 10105 members Mstep: Class 25 contains 423 members Mstep: Class 26 contains 27651 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1462 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39452 members Mstep: Class 31 contains 2850 members Mstep: Class 32 contains 11497 members Mstep: Class 33 contains 15697 members Mstep: Class 34 contains 1938 members Mstep: Class 35 contains 375 members Mstep: Class 36 contains 4772 members Mstep: Class 37 contains 1923 members Mstep: Class 38 contains 2203 members Mstep: Class 39 contains 24211 members Mstep: Class 40 contains 5354 members Mstep: Class 41 contains 2533 members Mstep: Class 42 contains 25178 members Mstep: Class 43 contains 2822 members Mstep: Class 44 contains 11543 members Mstep: Class 45 contains 1998 members Mstep: Class 46 contains 208 members Mstep: Class 47 contains 16024 members Mstep: Class 48 contains 3891 members Mstep: Class 49 contains 4907 members Mstep: Class 50 contains 1186 members Mstep: Class 51 contains 4620 members Mstep: Class 52 contains 2090 members Mstep: Class 53 contains 9779 members Entering Unmasked Estep ConsiderDeletion Score: -18595644.000000 Penalty: 22302.972656 Iteration 117Q: 53 clusters Score -1.859564e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 19646 members Mstep: Class 2 contains 1924 members Mstep: Class 3 contains 4093 members Mstep: Class 4 contains 27082 members Mstep: Class 5 contains 5067 members Mstep: Class 6 contains 1022 members Mstep: Class 7 contains 3560 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3265 members Mstep: Class 10 contains 7609 members Mstep: Class 12 contains 1053 members Mstep: Class 13 contains 19192 members Mstep: Class 14 contains 28689 members Mstep: Class 15 contains 7855 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9040 members Mstep: Class 18 contains 2113 members Mstep: Class 19 contains 2875 members Mstep: Class 20 contains 15761 members Mstep: Class 21 contains 24666 members Mstep: Class 22 contains 1608 members Mstep: Class 23 contains 2046 members Mstep: Class 24 contains 10048 members Mstep: Class 25 contains 431 members Mstep: Class 26 contains 27650 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1463 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39548 members Mstep: Class 31 contains 2849 members Mstep: Class 32 contains 11625 members Mstep: Class 33 contains 15692 members Mstep: Class 34 contains 1931 members Mstep: Class 35 contains 378 members Mstep: Class 36 contains 4771 members Mstep: Class 37 contains 1924 members Mstep: Class 38 contains 2209 members Mstep: Class 39 contains 23954 members Mstep: Class 40 contains 5375 members Mstep: Class 41 contains 2533 members Mstep: Class 42 contains 25196 members Mstep: Class 43 contains 2841 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 2038 members Mstep: Class 46 contains 210 members Mstep: Class 47 contains 15940 members Mstep: Class 48 contains 3891 members Mstep: Class 49 contains 4902 members Mstep: Class 50 contains 1188 members Mstep: Class 51 contains 4618 members Mstep: Class 52 contains 2094 members Mstep: Class 53 contains 9815 members Entering Unmasked Estep ConsiderDeletion Score: -18595816.000000 Penalty: 22302.972656 Iteration 118Q: 53 clusters Score -1.859582e+07 nChanged 1439 Entering ConstructFrom: Score: -18595816.000000 Penalty: 22302.972656 Entering ConstructFrom: Trying to split cluster 1 (19724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19724 members Entering Unmasked Estep Score: -928597.062500 Penalty: 326.356506 Iteration 0F: 2 clusters Score -928597.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -915534.500000 Penalty: 652.713013 Iteration 0F: 3 clusters Score -915534.5 nChanged 9409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -922023.187500 Penalty: 652.713013 Iteration 1F: 3 clusters Score -922023.2 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -923124.125000 Penalty: 652.713013 Iteration 2F: 3 clusters Score -923124.1 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -924270.062500 Penalty: 652.713013 Iteration 3F: 3 clusters Score -924270.1 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -925297.250000 Penalty: 652.713013 Iteration 4F: 3 clusters Score -925297.2 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -926469.562500 Penalty: 652.713013 Iteration 5F: 3 clusters Score -926469.6 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -928295.000000 Penalty: 652.713013 Iteration 6F: 3 clusters Score -928295 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -930044.375000 Penalty: 652.713013 Iteration 7F: 3 clusters Score -930044.4 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -931327.625000 Penalty: 652.713013 Iteration 8Q: 3 clusters Score -931327.6 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -932262.125000 Penalty: 652.713013 Iteration 9Q: 3 clusters Score -932262.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -932640.437500 Penalty: 652.713013 Iteration 10Q: 3 clusters Score -932640.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -932685.000000 Penalty: 652.713013 Iteration 11Q: 3 clusters Score -932685 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -932688.312500 Penalty: 652.713013 Iteration 12Q: 3 clusters Score -932688.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -932690.312500 Penalty: 652.713013 Iteration 13Q: 3 clusters Score -932690.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -932691.812500 Penalty: 652.713013 Iteration 14Q: 3 clusters Score -932691.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -932691.000000 Penalty: 652.713013 Iteration 15Q: 3 clusters Score -932691 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -932691.250000 Penalty: 652.713013 Iteration 16Q: 3 clusters Score -932691.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -932691.250000 Penalty: 652.713013 Iteration 17F: 3 clusters Score -932691.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 27059 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 1023 members Mstep: Class 7 contains 3578 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 7681 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Entering Unmasked Estep Score: -18599918.000000 Penalty: 22731.875000 Splitting cluster 1 changes total score from -18595816.000000 to -18599918.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 2 (1928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Entering Unmasked Estep Score: -86601.578125 Penalty: 249.619873 Iteration 0F: 2 clusters Score -86601.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -85272.531250 Penalty: 499.239746 Iteration 0F: 3 clusters Score -85272.53 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -85779.125000 Penalty: 499.239746 Iteration 1F: 3 clusters Score -85779.12 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -85930.070312 Penalty: 499.239746 Iteration 2F: 3 clusters Score -85930.07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -86075.273438 Penalty: 499.239746 Iteration 3F: 3 clusters Score -86075.27 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -86181.585938 Penalty: 499.239746 Iteration 4F: 3 clusters Score -86181.59 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -86254.242188 Penalty: 499.239746 Iteration 5F: 3 clusters Score -86254.24 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -86304.734375 Penalty: 499.239746 Iteration 6Q: 3 clusters Score -86304.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -86329.375000 Penalty: 499.239746 Iteration 7Q: 3 clusters Score -86329.38 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -86346.015625 Penalty: 499.239746 Iteration 8Q: 3 clusters Score -86346.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -86356.742188 Penalty: 499.239746 Iteration 9Q: 3 clusters Score -86356.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -86364.101562 Penalty: 499.239746 Iteration 10Q: 3 clusters Score -86364.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -86369.226562 Penalty: 499.239746 Iteration 11Q: 3 clusters Score -86369.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -86373.343750 Penalty: 499.239746 Iteration 12Q: 3 clusters Score -86373.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -86376.445312 Penalty: 499.239746 Iteration 13Q: 3 clusters Score -86376.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -86378.671875 Penalty: 499.239746 Iteration 14Q: 3 clusters Score -86378.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -86380.335938 Penalty: 499.239746 Iteration 15Q: 3 clusters Score -86380.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -86381.429688 Penalty: 499.239746 Iteration 16Q: 3 clusters Score -86381.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -86382.203125 Penalty: 499.239746 Iteration 17Q: 3 clusters Score -86382.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -86382.851562 Penalty: 499.239746 Iteration 18Q: 3 clusters Score -86382.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -86384.304688 Penalty: 499.239746 Iteration 19Q: 3 clusters Score -86384.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -86385.406250 Penalty: 499.239746 Iteration 20F: 3 clusters Score -86385.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -86386.429688 Penalty: 499.239746 Iteration 21Q: 3 clusters Score -86386.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -86386.718750 Penalty: 499.239746 Iteration 22Q: 3 clusters Score -86386.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -86386.976562 Penalty: 499.239746 Iteration 23Q: 3 clusters Score -86386.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -86387.164062 Penalty: 499.239746 Iteration 24Q: 3 clusters Score -86387.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -86387.250000 Penalty: 499.239746 Iteration 25Q: 3 clusters Score -86387.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -86387.421875 Penalty: 499.239746 Iteration 26Q: 3 clusters Score -86387.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -86388.023438 Penalty: 499.239746 Iteration 27Q: 3 clusters Score -86388.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -86388.843750 Penalty: 499.239746 Iteration 28Q: 3 clusters Score -86388.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -86389.640625 Penalty: 499.239746 Iteration 29Q: 3 clusters Score -86389.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -86390.351562 Penalty: 499.239746 Iteration 30Q: 3 clusters Score -86390.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -86390.789062 Penalty: 499.239746 Iteration 31Q: 3 clusters Score -86390.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -86391.187500 Penalty: 499.239746 Iteration 32Q: 3 clusters Score -86391.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -86391.687500 Penalty: 499.239746 Iteration 33Q: 3 clusters Score -86391.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -86391.968750 Penalty: 499.239746 Iteration 34Q: 3 clusters Score -86391.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -86392.234375 Penalty: 499.239746 Iteration 35Q: 3 clusters Score -86392.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -86393.296875 Penalty: 499.239746 Iteration 36Q: 3 clusters Score -86393.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -86395.101562 Penalty: 499.239746 Iteration 37Q: 3 clusters Score -86395.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -86395.929688 Penalty: 499.239746 Iteration 38Q: 3 clusters Score -86395.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -86396.796875 Penalty: 499.239746 Iteration 39Q: 3 clusters Score -86396.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -86397.734375 Penalty: 499.239746 Iteration 40F: 3 clusters Score -86397.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -86398.632812 Penalty: 499.239746 Iteration 41Q: 3 clusters Score -86398.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -86399.070312 Penalty: 499.239746 Iteration 42Q: 3 clusters Score -86399.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -86399.468750 Penalty: 499.239746 Iteration 43Q: 3 clusters Score -86399.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -86399.812500 Penalty: 499.239746 Iteration 44Q: 3 clusters Score -86399.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -86399.812500 Penalty: 499.239746 Iteration 45F: 3 clusters Score -86399.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Entering Unmasked Estep Score: -177329.796875 Penalty: 274.308563 Iteration 0F: 2 clusters Score -177329.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -174595.609375 Penalty: 548.617126 Iteration 0F: 3 clusters Score -174595.6 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -175748.453125 Penalty: 548.617126 Iteration 1F: 3 clusters Score -175748.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -175962.375000 Penalty: 548.617126 Iteration 2F: 3 clusters Score -175962.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -176180.531250 Penalty: 548.617126 Iteration 3F: 3 clusters Score -176180.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -176398.015625 Penalty: 548.617126 Iteration 4F: 3 clusters Score -176398 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -176606.265625 Penalty: 548.617126 Iteration 5F: 3 clusters Score -176606.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -176773.718750 Penalty: 548.617126 Iteration 6Q: 3 clusters Score -176773.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -176873.531250 Penalty: 548.617126 Iteration 7Q: 3 clusters Score -176873.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -176948.390625 Penalty: 548.617126 Iteration 8Q: 3 clusters Score -176948.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -177018.328125 Penalty: 548.617126 Iteration 9Q: 3 clusters Score -177018.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -177073.015625 Penalty: 548.617126 Iteration 10Q: 3 clusters Score -177073 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -177104.484375 Penalty: 548.617126 Iteration 11Q: 3 clusters Score -177104.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -177122.953125 Penalty: 548.617126 Iteration 12Q: 3 clusters Score -177123 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -177136.843750 Penalty: 548.617126 Iteration 13Q: 3 clusters Score -177136.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -177145.734375 Penalty: 548.617126 Iteration 14Q: 3 clusters Score -177145.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -177154.203125 Penalty: 548.617126 Iteration 15Q: 3 clusters Score -177154.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -177157.781250 Penalty: 548.617126 Iteration 16Q: 3 clusters Score -177157.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -177163.625000 Penalty: 548.617126 Iteration 17Q: 3 clusters Score -177163.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -177167.875000 Penalty: 548.617126 Iteration 18Q: 3 clusters Score -177167.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -177170.500000 Penalty: 548.617126 Iteration 19Q: 3 clusters Score -177170.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -177171.109375 Penalty: 548.617126 Iteration 20F: 3 clusters Score -177171.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -177172.265625 Penalty: 548.617126 Iteration 21Q: 3 clusters Score -177172.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -177172.406250 Penalty: 548.617126 Iteration 22Q: 3 clusters Score -177172.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -177173.140625 Penalty: 548.617126 Iteration 23Q: 3 clusters Score -177173.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -177173.156250 Penalty: 548.617126 Iteration 24Q: 3 clusters Score -177173.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -177173.156250 Penalty: 548.617126 Iteration 25F: 3 clusters Score -177173.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (27059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27059 members Entering Unmasked Estep Score: -1280607.000000 Penalty: 336.790588 Iteration 0F: 2 clusters Score -1280607 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13549 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -1262454.625000 Penalty: 673.581177 Iteration 0F: 3 clusters Score -1262455 nChanged 13029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14620 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -1271044.750000 Penalty: 673.581177 Iteration 1F: 3 clusters Score -1271045 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -1272255.375000 Penalty: 673.581177 Iteration 2F: 3 clusters Score -1272255 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15806 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1273755.625000 Penalty: 673.581177 Iteration 3F: 3 clusters Score -1273756 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1275225.250000 Penalty: 673.581177 Iteration 4F: 3 clusters Score -1275225 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16943 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -1276106.875000 Penalty: 673.581177 Iteration 5F: 3 clusters Score -1276107 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -1276496.875000 Penalty: 673.581177 Iteration 6Q: 3 clusters Score -1276497 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17948 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -1276706.375000 Penalty: 673.581177 Iteration 7Q: 3 clusters Score -1276706 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -1276889.250000 Penalty: 673.581177 Iteration 8Q: 3 clusters Score -1276889 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18947 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -1277072.500000 Penalty: 673.581177 Iteration 9Q: 3 clusters Score -1277072 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19485 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1277281.875000 Penalty: 673.581177 Iteration 10Q: 3 clusters Score -1277282 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20078 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -1277525.750000 Penalty: 673.581177 Iteration 11Q: 3 clusters Score -1277526 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -1277753.125000 Penalty: 673.581177 Iteration 12Q: 3 clusters Score -1277753 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21164 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1277958.375000 Penalty: 673.581177 Iteration 13Q: 3 clusters Score -1277958 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21705 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1278193.125000 Penalty: 673.581177 Iteration 14Q: 3 clusters Score -1278193 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22215 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1278418.750000 Penalty: 673.581177 Iteration 15Q: 3 clusters Score -1278419 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1278633.750000 Penalty: 673.581177 Iteration 16Q: 3 clusters Score -1278634 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23129 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1278825.500000 Penalty: 673.581177 Iteration 17Q: 3 clusters Score -1278826 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23555 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -1279035.125000 Penalty: 673.581177 Iteration 18Q: 3 clusters Score -1279035 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23936 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1279215.375000 Penalty: 673.581177 Iteration 19Q: 3 clusters Score -1279215 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24255 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1279355.500000 Penalty: 673.581177 Iteration 20F: 3 clusters Score -1279356 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24519 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1279470.500000 Penalty: 673.581177 Iteration 21Q: 3 clusters Score -1279470 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24765 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1279582.625000 Penalty: 673.581177 Iteration 22Q: 3 clusters Score -1279583 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24986 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1279712.500000 Penalty: 673.581177 Iteration 23Q: 3 clusters Score -1279712 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -1279877.875000 Penalty: 673.581177 Iteration 24Q: 3 clusters Score -1279878 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25344 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1280061.625000 Penalty: 673.581177 Iteration 25Q: 3 clusters Score -1280062 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25475 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1280258.375000 Penalty: 673.581177 Iteration 26Q: 3 clusters Score -1280258 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25545 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1280426.625000 Penalty: 673.581177 Iteration 27Q: 3 clusters Score -1280427 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1280566.875000 Penalty: 673.581177 Iteration 28Q: 3 clusters Score -1280567 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25599 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1280742.125000 Penalty: 673.581177 Iteration 29Q: 3 clusters Score -1280742 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25594 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1280926.000000 Penalty: 673.581177 Iteration 30Q: 3 clusters Score -1280926 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25579 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1281020.000000 Penalty: 673.581177 Iteration 31Q: 3 clusters Score -1281020 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1281036.750000 Penalty: 673.581177 Iteration 32Q: 3 clusters Score -1281037 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25547 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1281038.625000 Penalty: 673.581177 Iteration 33Q: 3 clusters Score -1281039 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1281040.375000 Penalty: 673.581177 Iteration 34Q: 3 clusters Score -1281040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1281039.125000 Penalty: 673.581177 Iteration 35Q: 3 clusters Score -1281039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1281039.250000 Penalty: 673.581177 Iteration 36Q: 3 clusters Score -1281039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25539 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1281038.625000 Penalty: 673.581177 Iteration 37Q: 3 clusters Score -1281039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25539 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1281045.375000 Penalty: 673.581177 Iteration 38F: 3 clusters Score -1281045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25534 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1281047.375000 Penalty: 673.581177 Iteration 39Q: 3 clusters Score -1281047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25533 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1281049.125000 Penalty: 673.581177 Iteration 40F: 3 clusters Score -1281049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 1023 members Mstep: Class 7 contains 3578 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 7681 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Entering Unmasked Estep Score: -18600302.000000 Penalty: 23160.779297 Splitting cluster 4 changes total score from -18595816.000000 to -18600302.000000 So it's getting split into cluster 54. Entering ConstructFrom: Trying to split cluster 5 (5085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Entering Unmasked Estep Score: -204803.093750 Penalty: 281.623657 Iteration 0F: 2 clusters Score -204803.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -201369.453125 Penalty: 563.247314 Iteration 0F: 3 clusters Score -201369.5 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -202875.390625 Penalty: 563.247314 Iteration 1F: 3 clusters Score -202875.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -203121.171875 Penalty: 563.247314 Iteration 2F: 3 clusters Score -203121.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -203432.828125 Penalty: 563.247314 Iteration 3F: 3 clusters Score -203432.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -203781.390625 Penalty: 563.247314 Iteration 4F: 3 clusters Score -203781.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -204110.718750 Penalty: 563.247314 Iteration 5F: 3 clusters Score -204110.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -204270.437500 Penalty: 563.247314 Iteration 6Q: 3 clusters Score -204270.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -204353.593750 Penalty: 563.247314 Iteration 7Q: 3 clusters Score -204353.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -204408.671875 Penalty: 563.247314 Iteration 8Q: 3 clusters Score -204408.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -204448.328125 Penalty: 563.247314 Iteration 9Q: 3 clusters Score -204448.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -204470.718750 Penalty: 563.247314 Iteration 10Q: 3 clusters Score -204470.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -204485.859375 Penalty: 563.247314 Iteration 11Q: 3 clusters Score -204485.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -204494.234375 Penalty: 563.247314 Iteration 12Q: 3 clusters Score -204494.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -204502.187500 Penalty: 563.247314 Iteration 13Q: 3 clusters Score -204502.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -204516.109375 Penalty: 563.247314 Iteration 14Q: 3 clusters Score -204516.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -204528.781250 Penalty: 563.247314 Iteration 15Q: 3 clusters Score -204528.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -204535.937500 Penalty: 563.247314 Iteration 16Q: 3 clusters Score -204535.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -204545.515625 Penalty: 563.247314 Iteration 17Q: 3 clusters Score -204545.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -204560.234375 Penalty: 563.247314 Iteration 18Q: 3 clusters Score -204560.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -204590.625000 Penalty: 563.247314 Iteration 19Q: 3 clusters Score -204590.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -204657.015625 Penalty: 563.247314 Iteration 20F: 3 clusters Score -204657 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -204705.734375 Penalty: 563.247314 Iteration 21Q: 3 clusters Score -204705.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -204706.765625 Penalty: 563.247314 Iteration 22Q: 3 clusters Score -204706.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -204707.031250 Penalty: 563.247314 Iteration 23Q: 3 clusters Score -204707 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -204707.031250 Penalty: 563.247314 Iteration 24F: 3 clusters Score -204707 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Entering Unmasked Estep Score: -35819.867188 Penalty: 228.706329 Iteration 0F: 2 clusters Score -35819.87 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 527 members Entering Unmasked Estep Score: -35056.312500 Penalty: 457.412659 Iteration 0F: 3 clusters Score -35056.31 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -35397.976562 Penalty: 457.412659 Iteration 1F: 3 clusters Score -35397.98 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -35500.246094 Penalty: 457.412659 Iteration 2F: 3 clusters Score -35500.25 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -35594.453125 Penalty: 457.412659 Iteration 3F: 3 clusters Score -35594.45 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -35675.382812 Penalty: 457.412659 Iteration 4F: 3 clusters Score -35675.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -35733.750000 Penalty: 457.412659 Iteration 5Q: 3 clusters Score -35733.75 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -35776.929688 Penalty: 457.412659 Iteration 6Q: 3 clusters Score -35776.93 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -35814.757812 Penalty: 457.412659 Iteration 7Q: 3 clusters Score -35814.76 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -35842.660156 Penalty: 457.412659 Iteration 8Q: 3 clusters Score -35842.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -35864.867188 Penalty: 457.412659 Iteration 9Q: 3 clusters Score -35864.87 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -35887.375000 Penalty: 457.412659 Iteration 10Q: 3 clusters Score -35887.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -35907.527344 Penalty: 457.412659 Iteration 11Q: 3 clusters Score -35907.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -35921.050781 Penalty: 457.412659 Iteration 12Q: 3 clusters Score -35921.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -35928.441406 Penalty: 457.412659 Iteration 13Q: 3 clusters Score -35928.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -35931.304688 Penalty: 457.412659 Iteration 14Q: 3 clusters Score -35931.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -35932.734375 Penalty: 457.412659 Iteration 15Q: 3 clusters Score -35932.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -35934.617188 Penalty: 457.412659 Iteration 16F: 3 clusters Score -35934.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -35937.324219 Penalty: 457.412659 Iteration 17Q: 3 clusters Score -35937.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -35940.824219 Penalty: 457.412659 Iteration 18Q: 3 clusters Score -35940.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -35943.160156 Penalty: 457.412659 Iteration 19Q: 3 clusters Score -35943.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -35946.906250 Penalty: 457.412659 Iteration 20F: 3 clusters Score -35946.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -35954.308594 Penalty: 457.412659 Iteration 21Q: 3 clusters Score -35954.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -35960.007812 Penalty: 457.412659 Iteration 22Q: 3 clusters Score -35960.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -35961.933594 Penalty: 457.412659 Iteration 23Q: 3 clusters Score -35961.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -35962.464844 Penalty: 457.412659 Iteration 24Q: 3 clusters Score -35962.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -35964.042969 Penalty: 457.412659 Iteration 25Q: 3 clusters Score -35964.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -35966.132812 Penalty: 457.412659 Iteration 26Q: 3 clusters Score -35966.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -35968.929688 Penalty: 457.412659 Iteration 27Q: 3 clusters Score -35968.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -35972.902344 Penalty: 457.412659 Iteration 28Q: 3 clusters Score -35972.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -35977.128906 Penalty: 457.412659 Iteration 29Q: 3 clusters Score -35977.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -35978.718750 Penalty: 457.412659 Iteration 30Q: 3 clusters Score -35978.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -35979.031250 Penalty: 457.412659 Iteration 31Q: 3 clusters Score -35979.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -35979.031250 Penalty: 457.412659 Iteration 32F: 3 clusters Score -35979.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 3578 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 7681 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Entering Unmasked Estep Score: -18600266.000000 Penalty: 23589.683594 Splitting cluster 6 changes total score from -18595816.000000 to -18600266.000000 So it's getting split into cluster 55. Entering ConstructFrom: Trying to split cluster 7 (3578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Entering Unmasked Estep Score: -148164.890625 Penalty: 270.024445 Iteration 0F: 2 clusters Score -148164.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -145798.484375 Penalty: 540.048889 Iteration 0F: 3 clusters Score -145798.5 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -146859.796875 Penalty: 540.048889 Iteration 1F: 3 clusters Score -146859.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -147056.203125 Penalty: 540.048889 Iteration 2F: 3 clusters Score -147056.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -147240.343750 Penalty: 540.048889 Iteration 3F: 3 clusters Score -147240.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -147433.671875 Penalty: 540.048889 Iteration 4F: 3 clusters Score -147433.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -147623.437500 Penalty: 540.048889 Iteration 5Q: 3 clusters Score -147623.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -147776.109375 Penalty: 540.048889 Iteration 6Q: 3 clusters Score -147776.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -147902.046875 Penalty: 540.048889 Iteration 7Q: 3 clusters Score -147902 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -148037.593750 Penalty: 540.048889 Iteration 8Q: 3 clusters Score -148037.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -148181.109375 Penalty: 540.048889 Iteration 9Q: 3 clusters Score -148181.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -148253.421875 Penalty: 540.048889 Iteration 10Q: 3 clusters Score -148253.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -148309.109375 Penalty: 540.048889 Iteration 11Q: 3 clusters Score -148309.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -148374.078125 Penalty: 540.048889 Iteration 12Q: 3 clusters Score -148374.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -148433.109375 Penalty: 540.048889 Iteration 13Q: 3 clusters Score -148433.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -148457.250000 Penalty: 540.048889 Iteration 14Q: 3 clusters Score -148457.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -148468.703125 Penalty: 540.048889 Iteration 15Q: 3 clusters Score -148468.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -148475.140625 Penalty: 540.048889 Iteration 16Q: 3 clusters Score -148475.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -148478.796875 Penalty: 540.048889 Iteration 17Q: 3 clusters Score -148478.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -148481.437500 Penalty: 540.048889 Iteration 18Q: 3 clusters Score -148481.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -148482.593750 Penalty: 540.048889 Iteration 19Q: 3 clusters Score -148482.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -148482.687500 Penalty: 540.048889 Iteration 20F: 3 clusters Score -148482.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -148482.937500 Penalty: 540.048889 Iteration 21Q: 3 clusters Score -148482.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -148482.937500 Penalty: 540.048889 Iteration 22F: 3 clusters Score -148482.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 7681 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Entering Unmasked Estep Score: -18600438.000000 Penalty: 24018.585938 Splitting cluster 7 changes total score from -18595816.000000 to -18600438.000000 So it's getting split into cluster 56. Entering ConstructFrom: Trying to split cluster 8 (2276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Entering Unmasked Estep Score: -103565.585938 Penalty: 255.095779 Iteration 0F: 2 clusters Score -103565.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -102003.625000 Penalty: 510.191559 Iteration 0F: 3 clusters Score -102003.6 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -102562.234375 Penalty: 510.191559 Iteration 1F: 3 clusters Score -102562.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -102641.273438 Penalty: 510.191559 Iteration 2F: 3 clusters Score -102641.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -102722.257812 Penalty: 510.191559 Iteration 3F: 3 clusters Score -102722.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -102818.070312 Penalty: 510.191559 Iteration 4F: 3 clusters Score -102818.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -102923.406250 Penalty: 510.191559 Iteration 5F: 3 clusters Score -102923.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -103027.757812 Penalty: 510.191559 Iteration 6F: 3 clusters Score -103027.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -103129.093750 Penalty: 510.191559 Iteration 7Q: 3 clusters Score -103129.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -103230.093750 Penalty: 510.191559 Iteration 8Q: 3 clusters Score -103230.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -103311.890625 Penalty: 510.191559 Iteration 9Q: 3 clusters Score -103311.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -103350.671875 Penalty: 510.191559 Iteration 10Q: 3 clusters Score -103350.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -103364.656250 Penalty: 510.191559 Iteration 11Q: 3 clusters Score -103364.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -103369.117188 Penalty: 510.191559 Iteration 12Q: 3 clusters Score -103369.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -103371.750000 Penalty: 510.191559 Iteration 13Q: 3 clusters Score -103371.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -103372.343750 Penalty: 510.191559 Iteration 14Q: 3 clusters Score -103372.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -103372.835938 Penalty: 510.191559 Iteration 15Q: 3 clusters Score -103372.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -103373.046875 Penalty: 510.191559 Iteration 16Q: 3 clusters Score -103373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -103373.742188 Penalty: 510.191559 Iteration 17Q: 3 clusters Score -103373.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -103374.281250 Penalty: 510.191559 Iteration 18Q: 3 clusters Score -103374.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -103374.390625 Penalty: 510.191559 Iteration 19Q: 3 clusters Score -103374.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -103374.828125 Penalty: 510.191559 Iteration 20F: 3 clusters Score -103374.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -103374.953125 Penalty: 510.191559 Iteration 21Q: 3 clusters Score -103375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -103375.343750 Penalty: 510.191559 Iteration 22Q: 3 clusters Score -103375.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -103375.343750 Penalty: 510.191559 Iteration 23F: 3 clusters Score -103375.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Entering Unmasked Estep Score: -152462.203125 Penalty: 266.983276 Iteration 0F: 2 clusters Score -152462.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -150263.453125 Penalty: 533.966553 Iteration 0F: 3 clusters Score -150263.5 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -151183.390625 Penalty: 533.966553 Iteration 1F: 3 clusters Score -151183.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -151367.656250 Penalty: 533.966553 Iteration 2F: 3 clusters Score -151367.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -151498.484375 Penalty: 533.966553 Iteration 3F: 3 clusters Score -151498.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -151586.140625 Penalty: 533.966553 Iteration 4Q: 3 clusters Score -151586.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -151655.953125 Penalty: 533.966553 Iteration 5Q: 3 clusters Score -151656 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -151737.234375 Penalty: 533.966553 Iteration 6Q: 3 clusters Score -151737.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -151818.812500 Penalty: 533.966553 Iteration 7Q: 3 clusters Score -151818.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -151915.140625 Penalty: 533.966553 Iteration 8Q: 3 clusters Score -151915.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -152002.406250 Penalty: 533.966553 Iteration 9Q: 3 clusters Score -152002.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -152066.875000 Penalty: 533.966553 Iteration 10Q: 3 clusters Score -152066.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -152106.984375 Penalty: 533.966553 Iteration 11Q: 3 clusters Score -152107 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -152128.781250 Penalty: 533.966553 Iteration 12Q: 3 clusters Score -152128.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -152138.750000 Penalty: 533.966553 Iteration 13Q: 3 clusters Score -152138.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -152144.234375 Penalty: 533.966553 Iteration 14Q: 3 clusters Score -152144.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -152148.718750 Penalty: 533.966553 Iteration 15Q: 3 clusters Score -152148.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -152153.328125 Penalty: 533.966553 Iteration 16Q: 3 clusters Score -152153.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -152158.156250 Penalty: 533.966553 Iteration 17Q: 3 clusters Score -152158.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -152162.453125 Penalty: 533.966553 Iteration 18Q: 3 clusters Score -152162.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -152168.437500 Penalty: 533.966553 Iteration 19Q: 3 clusters Score -152168.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -152174.781250 Penalty: 533.966553 Iteration 20F: 3 clusters Score -152174.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -152182.953125 Penalty: 533.966553 Iteration 21Q: 3 clusters Score -152183 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -152189.750000 Penalty: 533.966553 Iteration 22Q: 3 clusters Score -152189.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -152206.531250 Penalty: 533.966553 Iteration 23Q: 3 clusters Score -152206.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -152240.171875 Penalty: 533.966553 Iteration 24Q: 3 clusters Score -152240.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -152328.343750 Penalty: 533.966553 Iteration 25Q: 3 clusters Score -152328.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -152374.359375 Penalty: 533.966553 Iteration 26Q: 3 clusters Score -152374.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -152385.812500 Penalty: 533.966553 Iteration 27Q: 3 clusters Score -152385.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -152401.046875 Penalty: 533.966553 Iteration 28Q: 3 clusters Score -152401 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -152412.500000 Penalty: 533.966553 Iteration 29Q: 3 clusters Score -152412.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -152423.156250 Penalty: 533.966553 Iteration 30Q: 3 clusters Score -152423.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -152428.437500 Penalty: 533.966553 Iteration 31Q: 3 clusters Score -152428.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -152432.156250 Penalty: 533.966553 Iteration 32Q: 3 clusters Score -152432.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -152438.093750 Penalty: 533.966553 Iteration 33Q: 3 clusters Score -152438.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -152444.343750 Penalty: 533.966553 Iteration 34Q: 3 clusters Score -152444.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -152448.984375 Penalty: 533.966553 Iteration 35Q: 3 clusters Score -152449 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -152453.734375 Penalty: 533.966553 Iteration 36Q: 3 clusters Score -152453.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -152456.890625 Penalty: 533.966553 Iteration 37Q: 3 clusters Score -152456.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -152458.703125 Penalty: 533.966553 Iteration 38Q: 3 clusters Score -152458.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -152459.656250 Penalty: 533.966553 Iteration 39Q: 3 clusters Score -152459.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -152460.937500 Penalty: 533.966553 Iteration 40F: 3 clusters Score -152460.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -152462.437500 Penalty: 533.966553 Iteration 41Q: 3 clusters Score -152462.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -152463.843750 Penalty: 533.966553 Iteration 42Q: 3 clusters Score -152463.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -152465.000000 Penalty: 533.966553 Iteration 43Q: 3 clusters Score -152465 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -152466.281250 Penalty: 533.966553 Iteration 44Q: 3 clusters Score -152466.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -152467.390625 Penalty: 533.966553 Iteration 45Q: 3 clusters Score -152467.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -152468.515625 Penalty: 533.966553 Iteration 46Q: 3 clusters Score -152468.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -152468.625000 Penalty: 533.966553 Iteration 47Q: 3 clusters Score -152468.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -152468.953125 Penalty: 533.966553 Iteration 48Q: 3 clusters Score -152469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -152470.421875 Penalty: 533.966553 Iteration 49Q: 3 clusters Score -152470.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -152470.546875 Penalty: 533.966553 Iteration 50Q: 3 clusters Score -152470.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -152471.296875 Penalty: 533.966553 Iteration 51Q: 3 clusters Score -152471.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -152471.921875 Penalty: 533.966553 Iteration 52Q: 3 clusters Score -152471.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -152472.609375 Penalty: 533.966553 Iteration 53Q: 3 clusters Score -152472.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -152473.046875 Penalty: 533.966553 Iteration 54Q: 3 clusters Score -152473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -152473.046875 Penalty: 533.966553 Iteration 55F: 3 clusters Score -152473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7681 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Entering Unmasked Estep Score: -18600282.000000 Penalty: 24447.488281 Splitting cluster 9 changes total score from -18595816.000000 to -18600282.000000 So it's getting split into cluster 57. Entering ConstructFrom: Trying to split cluster 10 (7681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Entering Unmasked Estep Score: -363463.156250 Penalty: 295.234650 Iteration 0F: 2 clusters Score -363463.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -358435.593750 Penalty: 590.469299 Iteration 0F: 3 clusters Score -358435.6 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -360858.750000 Penalty: 590.469299 Iteration 1F: 3 clusters Score -360858.8 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -361346.468750 Penalty: 590.469299 Iteration 2F: 3 clusters Score -361346.5 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -361909.781250 Penalty: 590.469299 Iteration 3F: 3 clusters Score -361909.8 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -362484.562500 Penalty: 590.469299 Iteration 4F: 3 clusters Score -362484.6 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -362914.125000 Penalty: 590.469299 Iteration 5F: 3 clusters Score -362914.1 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -363177.593750 Penalty: 590.469299 Iteration 6Q: 3 clusters Score -363177.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -363313.625000 Penalty: 590.469299 Iteration 7Q: 3 clusters Score -363313.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -363396.187500 Penalty: 590.469299 Iteration 8Q: 3 clusters Score -363396.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -363459.250000 Penalty: 590.469299 Iteration 9Q: 3 clusters Score -363459.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -363498.031250 Penalty: 590.469299 Iteration 10Q: 3 clusters Score -363498 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -363520.531250 Penalty: 590.469299 Iteration 11Q: 3 clusters Score -363520.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -363536.093750 Penalty: 590.469299 Iteration 12Q: 3 clusters Score -363536.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -363546.718750 Penalty: 590.469299 Iteration 13Q: 3 clusters Score -363546.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -363553.093750 Penalty: 590.469299 Iteration 14Q: 3 clusters Score -363553.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -363560.468750 Penalty: 590.469299 Iteration 15Q: 3 clusters Score -363560.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -363564.906250 Penalty: 590.469299 Iteration 16Q: 3 clusters Score -363564.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -363566.906250 Penalty: 590.469299 Iteration 17Q: 3 clusters Score -363566.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -363569.906250 Penalty: 590.469299 Iteration 18Q: 3 clusters Score -363569.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -363572.281250 Penalty: 590.469299 Iteration 19Q: 3 clusters Score -363572.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -363575.875000 Penalty: 590.469299 Iteration 20F: 3 clusters Score -363575.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -363577.593750 Penalty: 590.469299 Iteration 21Q: 3 clusters Score -363577.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -363579.625000 Penalty: 590.469299 Iteration 22Q: 3 clusters Score -363579.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -363579.937500 Penalty: 590.469299 Iteration 23Q: 3 clusters Score -363579.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -363580.937500 Penalty: 590.469299 Iteration 24Q: 3 clusters Score -363580.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -363580.781250 Penalty: 590.469299 Iteration 25Q: 3 clusters Score -363580.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -363581.437500 Penalty: 590.469299 Iteration 26Q: 3 clusters Score -363581.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -363581.937500 Penalty: 590.469299 Iteration 27Q: 3 clusters Score -363581.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -363581.656250 Penalty: 590.469299 Iteration 28Q: 3 clusters Score -363581.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -363582.687500 Penalty: 590.469299 Iteration 29Q: 3 clusters Score -363582.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -363583.156250 Penalty: 590.469299 Iteration 30Q: 3 clusters Score -363583.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -363583.156250 Penalty: 590.469299 Iteration 31F: 3 clusters Score -363583.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 28614 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Entering Unmasked Estep Score: -18600268.000000 Penalty: 24876.392578 Splitting cluster 10 changes total score from -18595816.000000 to -18600268.000000 So it's getting split into cluster 58. Entering ConstructFrom: Trying to split cluster 12 (1054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Entering Unmasked Estep Score: -46854.542969 Penalty: 229.691467 Iteration 0F: 2 clusters Score -46854.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -46075.058594 Penalty: 459.382935 Iteration 0F: 3 clusters Score -46075.06 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -46322.121094 Penalty: 459.382935 Iteration 1F: 3 clusters Score -46322.12 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -46394.878906 Penalty: 459.382935 Iteration 2F: 3 clusters Score -46394.88 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -46462.253906 Penalty: 459.382935 Iteration 3F: 3 clusters Score -46462.25 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -46508.921875 Penalty: 459.382935 Iteration 4Q: 3 clusters Score -46508.92 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -46546.996094 Penalty: 459.382935 Iteration 5Q: 3 clusters Score -46547 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -46573.789062 Penalty: 459.382935 Iteration 6Q: 3 clusters Score -46573.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -46592.046875 Penalty: 459.382935 Iteration 7Q: 3 clusters Score -46592.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -46605.105469 Penalty: 459.382935 Iteration 8Q: 3 clusters Score -46605.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -46614.691406 Penalty: 459.382935 Iteration 9Q: 3 clusters Score -46614.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -46621.867188 Penalty: 459.382935 Iteration 10Q: 3 clusters Score -46621.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -46629.988281 Penalty: 459.382935 Iteration 11Q: 3 clusters Score -46629.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -46634.917969 Penalty: 459.382935 Iteration 12Q: 3 clusters Score -46634.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -46641.671875 Penalty: 459.382935 Iteration 13Q: 3 clusters Score -46641.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -46649.609375 Penalty: 459.382935 Iteration 14Q: 3 clusters Score -46649.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -46658.777344 Penalty: 459.382935 Iteration 15Q: 3 clusters Score -46658.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -46667.671875 Penalty: 459.382935 Iteration 16Q: 3 clusters Score -46667.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -46674.718750 Penalty: 459.382935 Iteration 17Q: 3 clusters Score -46674.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -46677.000000 Penalty: 459.382935 Iteration 18Q: 3 clusters Score -46677 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -46681.808594 Penalty: 459.382935 Iteration 19Q: 3 clusters Score -46681.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -46687.476562 Penalty: 459.382935 Iteration 20F: 3 clusters Score -46687.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -46691.593750 Penalty: 459.382935 Iteration 21Q: 3 clusters Score -46691.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -46694.527344 Penalty: 459.382935 Iteration 22Q: 3 clusters Score -46694.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -46696.589844 Penalty: 459.382935 Iteration 23Q: 3 clusters Score -46696.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -46697.480469 Penalty: 459.382935 Iteration 24Q: 3 clusters Score -46697.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -46697.964844 Penalty: 459.382935 Iteration 25Q: 3 clusters Score -46697.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -46698.574219 Penalty: 459.382935 Iteration 26Q: 3 clusters Score -46698.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -46698.753906 Penalty: 459.382935 Iteration 27Q: 3 clusters Score -46698.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -46699.187500 Penalty: 459.382935 Iteration 28Q: 3 clusters Score -46699.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -46699.402344 Penalty: 459.382935 Iteration 29Q: 3 clusters Score -46699.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -46699.546875 Penalty: 459.382935 Iteration 30Q: 3 clusters Score -46699.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -46699.546875 Penalty: 459.382935 Iteration 31F: 3 clusters Score -46699.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19223 members Entering Unmasked Estep Score: -825180.375000 Penalty: 325.507477 Iteration 0F: 2 clusters Score -825180.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -812375.125000 Penalty: 651.014954 Iteration 0F: 3 clusters Score -812375.1 nChanged 9151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -817722.500000 Penalty: 651.014954 Iteration 1F: 3 clusters Score -817722.5 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -818361.875000 Penalty: 651.014954 Iteration 2F: 3 clusters Score -818361.9 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -819204.000000 Penalty: 651.014954 Iteration 3F: 3 clusters Score -819204 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 14184 members Entering Unmasked Estep Score: -820347.000000 Penalty: 651.014954 Iteration 4F: 3 clusters Score -820347 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 15736 members Entering Unmasked Estep Score: -821673.187500 Penalty: 651.014954 Iteration 5F: 3 clusters Score -821673.2 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 17065 members Entering Unmasked Estep Score: -822848.875000 Penalty: 651.014954 Iteration 6F: 3 clusters Score -822848.9 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 18061 members Entering Unmasked Estep Score: -823789.562500 Penalty: 651.014954 Iteration 7F: 3 clusters Score -823789.6 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 18679 members Entering Unmasked Estep Score: -824382.687500 Penalty: 651.014954 Iteration 8Q: 3 clusters Score -824382.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 19006 members Entering Unmasked Estep Score: -824692.250000 Penalty: 651.014954 Iteration 9Q: 3 clusters Score -824692.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -824811.625000 Penalty: 651.014954 Iteration 10Q: 3 clusters Score -824811.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 19169 members Entering Unmasked Estep Score: -824861.750000 Penalty: 651.014954 Iteration 11Q: 3 clusters Score -824861.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 19172 members Entering Unmasked Estep Score: -824886.937500 Penalty: 651.014954 Iteration 12Q: 3 clusters Score -824886.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 19169 members Entering Unmasked Estep Score: -824911.937500 Penalty: 651.014954 Iteration 13Q: 3 clusters Score -824911.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 19168 members Entering Unmasked Estep Score: -824934.375000 Penalty: 651.014954 Iteration 14Q: 3 clusters Score -824934.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 19168 members Entering Unmasked Estep Score: -824941.125000 Penalty: 651.014954 Iteration 15Q: 3 clusters Score -824941.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 19168 members Entering Unmasked Estep Score: -824949.687500 Penalty: 651.014954 Iteration 16Q: 3 clusters Score -824949.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 19165 members Entering Unmasked Estep Score: -824952.750000 Penalty: 651.014954 Iteration 17Q: 3 clusters Score -824952.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -824953.250000 Penalty: 651.014954 Iteration 18Q: 3 clusters Score -824953.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -824953.437500 Penalty: 651.014954 Iteration 19F: 3 clusters Score -824953.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 19163 members Entering Unmasked Estep Score: -824954.562500 Penalty: 651.014954 Iteration 20F: 3 clusters Score -824954.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -824954.750000 Penalty: 651.014954 Iteration 21Q: 3 clusters Score -824954.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -824954.750000 Penalty: 651.014954 Iteration 22F: 3 clusters Score -824954.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (28614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28614 members Entering Unmasked Estep Score: -1302385.125000 Penalty: 338.634491 Iteration 0F: 2 clusters Score -1302385 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -1283296.625000 Penalty: 677.268982 Iteration 0F: 3 clusters Score -1283297 nChanged 13696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 18853 members Entering Unmasked Estep Score: -1293402.250000 Penalty: 677.268982 Iteration 1F: 3 clusters Score -1293402 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 21034 members Entering Unmasked Estep Score: -1295365.250000 Penalty: 677.268982 Iteration 2F: 3 clusters Score -1295365 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -1297369.625000 Penalty: 677.268982 Iteration 3F: 3 clusters Score -1297370 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 24842 members Entering Unmasked Estep Score: -1298862.750000 Penalty: 677.268982 Iteration 4F: 3 clusters Score -1298863 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 25994 members Entering Unmasked Estep Score: -1300095.000000 Penalty: 677.268982 Iteration 5Q: 3 clusters Score -1300095 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 26771 members Entering Unmasked Estep Score: -1301487.500000 Penalty: 677.268982 Iteration 6Q: 3 clusters Score -1301488 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 26976 members Entering Unmasked Estep Score: -1302044.250000 Penalty: 677.268982 Iteration 7Q: 3 clusters Score -1302044 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 27017 members Entering Unmasked Estep Score: -1302205.625000 Penalty: 677.268982 Iteration 8Q: 3 clusters Score -1302206 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 27049 members Entering Unmasked Estep Score: -1302285.375000 Penalty: 677.268982 Iteration 9Q: 3 clusters Score -1302285 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 27093 members Entering Unmasked Estep Score: -1302341.250000 Penalty: 677.268982 Iteration 10Q: 3 clusters Score -1302341 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 27143 members Entering Unmasked Estep Score: -1302380.250000 Penalty: 677.268982 Iteration 11Q: 3 clusters Score -1302380 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 27163 members Entering Unmasked Estep Score: -1302399.250000 Penalty: 677.268982 Iteration 12Q: 3 clusters Score -1302399 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 27153 members Entering Unmasked Estep Score: -1302419.375000 Penalty: 677.268982 Iteration 13Q: 3 clusters Score -1302419 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 27158 members Entering Unmasked Estep Score: -1302447.500000 Penalty: 677.268982 Iteration 14Q: 3 clusters Score -1302448 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 27160 members Entering Unmasked Estep Score: -1302474.750000 Penalty: 677.268982 Iteration 15Q: 3 clusters Score -1302475 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 27136 members Entering Unmasked Estep Score: -1302505.375000 Penalty: 677.268982 Iteration 16Q: 3 clusters Score -1302505 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -1302526.000000 Penalty: 677.268982 Iteration 17Q: 3 clusters Score -1302526 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1302541.125000 Penalty: 677.268982 Iteration 18Q: 3 clusters Score -1302541 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 27052 members Entering Unmasked Estep Score: -1302557.000000 Penalty: 677.268982 Iteration 19Q: 3 clusters Score -1302557 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 27017 members Entering Unmasked Estep Score: -1302570.375000 Penalty: 677.268982 Iteration 20F: 3 clusters Score -1302570 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 26982 members Entering Unmasked Estep Score: -1302575.750000 Penalty: 677.268982 Iteration 21Q: 3 clusters Score -1302576 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 26949 members Entering Unmasked Estep Score: -1302588.750000 Penalty: 677.268982 Iteration 22Q: 3 clusters Score -1302589 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 26924 members Entering Unmasked Estep Score: -1302596.375000 Penalty: 677.268982 Iteration 23Q: 3 clusters Score -1302596 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 26903 members Entering Unmasked Estep Score: -1302604.500000 Penalty: 677.268982 Iteration 24Q: 3 clusters Score -1302604 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 26888 members Entering Unmasked Estep Score: -1302605.000000 Penalty: 677.268982 Iteration 25Q: 3 clusters Score -1302605 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 26872 members Entering Unmasked Estep Score: -1302608.000000 Penalty: 677.268982 Iteration 26Q: 3 clusters Score -1302608 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 26861 members Entering Unmasked Estep Score: -1302609.000000 Penalty: 677.268982 Iteration 27Q: 3 clusters Score -1302609 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 26850 members Entering Unmasked Estep Score: -1302608.750000 Penalty: 677.268982 Iteration 28Q: 3 clusters Score -1302609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 26843 members Entering Unmasked Estep Score: -1302608.375000 Penalty: 677.268982 Iteration 29Q: 3 clusters Score -1302608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 26836 members Entering Unmasked Estep Score: -1302610.875000 Penalty: 677.268982 Iteration 30Q: 3 clusters Score -1302611 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 26830 members Entering Unmasked Estep Score: -1302612.375000 Penalty: 677.268982 Iteration 31Q: 3 clusters Score -1302612 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 26824 members Entering Unmasked Estep Score: -1302611.500000 Penalty: 677.268982 Iteration 32Q: 3 clusters Score -1302612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 26822 members Entering Unmasked Estep Score: -1302611.125000 Penalty: 677.268982 Iteration 33Q: 3 clusters Score -1302611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 26816 members Entering Unmasked Estep Score: -1302611.000000 Penalty: 677.268982 Iteration 34Q: 3 clusters Score -1302611 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 26807 members Entering Unmasked Estep Score: -1302613.875000 Penalty: 677.268982 Iteration 35Q: 3 clusters Score -1302614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 26799 members Entering Unmasked Estep Score: -1302613.125000 Penalty: 677.268982 Iteration 36Q: 3 clusters Score -1302613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 26794 members Entering Unmasked Estep Score: -1302613.375000 Penalty: 677.268982 Iteration 37Q: 3 clusters Score -1302613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -1302614.875000 Penalty: 677.268982 Iteration 38Q: 3 clusters Score -1302615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 26787 members Entering Unmasked Estep Score: -1302615.125000 Penalty: 677.268982 Iteration 39Q: 3 clusters Score -1302615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 26788 members Entering Unmasked Estep Score: -1302615.250000 Penalty: 677.268982 Iteration 40F: 3 clusters Score -1302615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 7600 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Entering Unmasked Estep Score: -18600396.000000 Penalty: 25305.296875 Splitting cluster 14 changes total score from -18595816.000000 to -18600396.000000 So it's getting split into cluster 59. Entering ConstructFrom: Trying to split cluster 15 (7600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Entering Unmasked Estep Score: -383073.593750 Penalty: 294.884827 Iteration 0F: 2 clusters Score -383073.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -377984.031250 Penalty: 589.769653 Iteration 0F: 3 clusters Score -377984 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -380011.218750 Penalty: 589.769653 Iteration 1F: 3 clusters Score -380011.2 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -380338.718750 Penalty: 589.769653 Iteration 2F: 3 clusters Score -380338.7 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -380805.843750 Penalty: 589.769653 Iteration 3F: 3 clusters Score -380805.8 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -381361.218750 Penalty: 589.769653 Iteration 4F: 3 clusters Score -381361.2 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -381906.437500 Penalty: 589.769653 Iteration 5F: 3 clusters Score -381906.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -382280.593750 Penalty: 589.769653 Iteration 6Q: 3 clusters Score -382280.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -382531.937500 Penalty: 589.769653 Iteration 7Q: 3 clusters Score -382531.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -382777.687500 Penalty: 589.769653 Iteration 8Q: 3 clusters Score -382777.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -383089.937500 Penalty: 589.769653 Iteration 9Q: 3 clusters Score -383089.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -383848.687500 Penalty: 589.769653 Iteration 10Q: 3 clusters Score -383848.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -385134.500000 Penalty: 589.769653 Iteration 11Q: 3 clusters Score -385134.5 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -385468.468750 Penalty: 589.769653 Iteration 12Q: 3 clusters Score -385468.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -385549.531250 Penalty: 589.769653 Iteration 13Q: 3 clusters Score -385549.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -385558.843750 Penalty: 589.769653 Iteration 14Q: 3 clusters Score -385558.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -385559.593750 Penalty: 589.769653 Iteration 15Q: 3 clusters Score -385559.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -385562.281250 Penalty: 589.769653 Iteration 16F: 3 clusters Score -385562.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -385563.625000 Penalty: 589.769653 Iteration 17Q: 3 clusters Score -385563.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -385564.531250 Penalty: 589.769653 Iteration 18Q: 3 clusters Score -385564.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -385564.531250 Penalty: 589.769653 Iteration 19F: 3 clusters Score -385564.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 2171 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Entering Unmasked Estep Score: -18602732.000000 Penalty: 25734.199219 Splitting cluster 15 changes total score from -18595816.000000 to -18602732.000000 So it's getting split into cluster 60. Entering ConstructFrom: Trying to split cluster 16 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -28526.529297 Penalty: 208.939560 Iteration 0F: 2 clusters Score -28526.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28040.558594 Penalty: 417.879120 Iteration 0F: 3 clusters Score -28040.56 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -28209.113281 Penalty: 417.879120 Iteration 1F: 3 clusters Score -28209.11 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -28253.585938 Penalty: 417.879120 Iteration 2F: 3 clusters Score -28253.59 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -28280.054688 Penalty: 417.879120 Iteration 3F: 3 clusters Score -28280.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -28300.210938 Penalty: 417.879120 Iteration 4Q: 3 clusters Score -28300.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -28314.746094 Penalty: 417.879120 Iteration 5Q: 3 clusters Score -28314.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -28325.517578 Penalty: 417.879120 Iteration 6Q: 3 clusters Score -28325.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -28333.541016 Penalty: 417.879120 Iteration 7Q: 3 clusters Score -28333.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -28342.695312 Penalty: 417.879120 Iteration 8Q: 3 clusters Score -28342.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -28346.216797 Penalty: 417.879120 Iteration 9Q: 3 clusters Score -28346.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -28347.234375 Penalty: 417.879120 Iteration 10Q: 3 clusters Score -28347.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -28349.412109 Penalty: 417.879120 Iteration 11Q: 3 clusters Score -28349.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -28353.693359 Penalty: 417.879120 Iteration 12Q: 3 clusters Score -28353.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -28356.335938 Penalty: 417.879120 Iteration 13Q: 3 clusters Score -28356.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -28358.839844 Penalty: 417.879120 Iteration 14Q: 3 clusters Score -28358.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -28361.035156 Penalty: 417.879120 Iteration 15Q: 3 clusters Score -28361.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28362.357422 Penalty: 417.879120 Iteration 16Q: 3 clusters Score -28362.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28362.960938 Penalty: 417.879120 Iteration 17Q: 3 clusters Score -28362.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -28363.857422 Penalty: 417.879120 Iteration 18Q: 3 clusters Score -28363.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -28364.074219 Penalty: 417.879120 Iteration 19Q: 3 clusters Score -28364.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -28364.074219 Penalty: 417.879120 Iteration 20F: 3 clusters Score -28364.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Entering Unmasked Estep Score: -360389.531250 Penalty: 300.712738 Iteration 0F: 2 clusters Score -360389.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -354370.656250 Penalty: 601.425476 Iteration 0F: 3 clusters Score -354370.7 nChanged 4191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -356884.781250 Penalty: 601.425476 Iteration 1F: 3 clusters Score -356884.8 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -357172.468750 Penalty: 601.425476 Iteration 2F: 3 clusters Score -357172.5 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -357494.281250 Penalty: 601.425476 Iteration 3F: 3 clusters Score -357494.3 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -357858.968750 Penalty: 601.425476 Iteration 4F: 3 clusters Score -357859 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -358234.781250 Penalty: 601.425476 Iteration 5F: 3 clusters Score -358234.8 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -358698.562500 Penalty: 601.425476 Iteration 6F: 3 clusters Score -358698.6 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -359173.937500 Penalty: 601.425476 Iteration 7F: 3 clusters Score -359173.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -359488.312500 Penalty: 601.425476 Iteration 8Q: 3 clusters Score -359488.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -359725.593750 Penalty: 601.425476 Iteration 9Q: 3 clusters Score -359725.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -359877.437500 Penalty: 601.425476 Iteration 10Q: 3 clusters Score -359877.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -359980.343750 Penalty: 601.425476 Iteration 11Q: 3 clusters Score -359980.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -360052.656250 Penalty: 601.425476 Iteration 12Q: 3 clusters Score -360052.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -360113.625000 Penalty: 601.425476 Iteration 13Q: 3 clusters Score -360113.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -360146.687500 Penalty: 601.425476 Iteration 14Q: 3 clusters Score -360146.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -360164.937500 Penalty: 601.425476 Iteration 15Q: 3 clusters Score -360164.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -360173.468750 Penalty: 601.425476 Iteration 16Q: 3 clusters Score -360173.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -360175.968750 Penalty: 601.425476 Iteration 17Q: 3 clusters Score -360176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -360177.906250 Penalty: 601.425476 Iteration 18Q: 3 clusters Score -360177.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -360178.812500 Penalty: 601.425476 Iteration 19Q: 3 clusters Score -360178.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -360178.625000 Penalty: 601.425476 Iteration 20F: 3 clusters Score -360178.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -360179.250000 Penalty: 601.425476 Iteration 21Q: 3 clusters Score -360179.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -360179.250000 Penalty: 601.425476 Iteration 22F: 3 clusters Score -360179.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Entering Unmasked Estep Score: -86388.710938 Penalty: 253.537125 Iteration 0F: 2 clusters Score -86388.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -84906.140625 Penalty: 507.074249 Iteration 0F: 3 clusters Score -84906.14 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -85654.468750 Penalty: 507.074249 Iteration 1F: 3 clusters Score -85654.47 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -85915.859375 Penalty: 507.074249 Iteration 2F: 3 clusters Score -85915.86 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -86062.179688 Penalty: 507.074249 Iteration 3F: 3 clusters Score -86062.18 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -86146.101562 Penalty: 507.074249 Iteration 4F: 3 clusters Score -86146.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -86225.109375 Penalty: 507.074249 Iteration 5Q: 3 clusters Score -86225.11 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -86335.648438 Penalty: 507.074249 Iteration 6F: 3 clusters Score -86335.65 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -86415.445312 Penalty: 507.074249 Iteration 7F: 3 clusters Score -86415.45 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -86468.734375 Penalty: 507.074249 Iteration 8Q: 3 clusters Score -86468.73 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -86527.960938 Penalty: 507.074249 Iteration 9Q: 3 clusters Score -86527.96 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -86572.429688 Penalty: 507.074249 Iteration 10Q: 3 clusters Score -86572.43 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -86603.109375 Penalty: 507.074249 Iteration 11Q: 3 clusters Score -86603.11 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -86626.781250 Penalty: 507.074249 Iteration 12Q: 3 clusters Score -86626.78 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -86648.000000 Penalty: 507.074249 Iteration 13Q: 3 clusters Score -86648 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -86664.195312 Penalty: 507.074249 Iteration 14Q: 3 clusters Score -86664.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -86683.781250 Penalty: 507.074249 Iteration 15Q: 3 clusters Score -86683.78 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -86712.625000 Penalty: 507.074249 Iteration 16Q: 3 clusters Score -86712.62 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -86769.929688 Penalty: 507.074249 Iteration 17Q: 3 clusters Score -86769.93 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -86828.679688 Penalty: 507.074249 Iteration 18Q: 3 clusters Score -86828.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -86858.554688 Penalty: 507.074249 Iteration 19Q: 3 clusters Score -86858.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -86859.312500 Penalty: 507.074249 Iteration 20F: 3 clusters Score -86859.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 2868 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Entering Unmasked Estep Score: -18603002.000000 Penalty: 26163.101562 Splitting cluster 18 changes total score from -18595816.000000 to -18603002.000000 So it's getting split into cluster 61. Entering ConstructFrom: Trying to split cluster 19 (2868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Entering Unmasked Estep Score: -138160.828125 Penalty: 262.725220 Iteration 0F: 2 clusters Score -138160.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -136244.750000 Penalty: 525.450439 Iteration 0F: 3 clusters Score -136244.8 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -137215.843750 Penalty: 525.450439 Iteration 1F: 3 clusters Score -137215.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -137429.218750 Penalty: 525.450439 Iteration 2F: 3 clusters Score -137429.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -137591.875000 Penalty: 525.450439 Iteration 3F: 3 clusters Score -137591.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -137719.875000 Penalty: 525.450439 Iteration 4F: 3 clusters Score -137719.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -137816.609375 Penalty: 525.450439 Iteration 5Q: 3 clusters Score -137816.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -137899.140625 Penalty: 525.450439 Iteration 6Q: 3 clusters Score -137899.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -137965.546875 Penalty: 525.450439 Iteration 7Q: 3 clusters Score -137965.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -137999.796875 Penalty: 525.450439 Iteration 8Q: 3 clusters Score -137999.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -138021.500000 Penalty: 525.450439 Iteration 9Q: 3 clusters Score -138021.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -138039.609375 Penalty: 525.450439 Iteration 10Q: 3 clusters Score -138039.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -138062.250000 Penalty: 525.450439 Iteration 11Q: 3 clusters Score -138062.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -138120.250000 Penalty: 525.450439 Iteration 12Q: 3 clusters Score -138120.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -138180.421875 Penalty: 525.450439 Iteration 13Q: 3 clusters Score -138180.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -138199.296875 Penalty: 525.450439 Iteration 14Q: 3 clusters Score -138199.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -138204.109375 Penalty: 525.450439 Iteration 15Q: 3 clusters Score -138204.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -138208.078125 Penalty: 525.450439 Iteration 16Q: 3 clusters Score -138208.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -138212.156250 Penalty: 525.450439 Iteration 17Q: 3 clusters Score -138212.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -138217.484375 Penalty: 525.450439 Iteration 18Q: 3 clusters Score -138217.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -138223.109375 Penalty: 525.450439 Iteration 19Q: 3 clusters Score -138223.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -138225.859375 Penalty: 525.450439 Iteration 20F: 3 clusters Score -138225.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -138228.062500 Penalty: 525.450439 Iteration 21Q: 3 clusters Score -138228.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -138228.406250 Penalty: 525.450439 Iteration 22Q: 3 clusters Score -138228.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -138228.500000 Penalty: 525.450439 Iteration 23Q: 3 clusters Score -138228.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -138228.750000 Penalty: 525.450439 Iteration 24Q: 3 clusters Score -138228.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -138228.781250 Penalty: 525.450439 Iteration 25Q: 3 clusters Score -138228.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -138229.359375 Penalty: 525.450439 Iteration 26Q: 3 clusters Score -138229.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -138229.828125 Penalty: 525.450439 Iteration 27Q: 3 clusters Score -138229.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -138231.609375 Penalty: 525.450439 Iteration 28Q: 3 clusters Score -138231.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -138233.906250 Penalty: 525.450439 Iteration 29Q: 3 clusters Score -138233.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -138235.750000 Penalty: 525.450439 Iteration 30Q: 3 clusters Score -138235.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -138236.656250 Penalty: 525.450439 Iteration 31Q: 3 clusters Score -138236.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -138237.906250 Penalty: 525.450439 Iteration 32Q: 3 clusters Score -138237.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -138238.687500 Penalty: 525.450439 Iteration 33Q: 3 clusters Score -138238.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -138239.687500 Penalty: 525.450439 Iteration 34Q: 3 clusters Score -138239.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -138240.046875 Penalty: 525.450439 Iteration 35Q: 3 clusters Score -138240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -138240.718750 Penalty: 525.450439 Iteration 36Q: 3 clusters Score -138240.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -138240.890625 Penalty: 525.450439 Iteration 37Q: 3 clusters Score -138240.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -138240.984375 Penalty: 525.450439 Iteration 38Q: 3 clusters Score -138241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -138240.984375 Penalty: 525.450439 Iteration 39F: 3 clusters Score -138241 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 15762 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Entering Unmasked Estep Score: -18603022.000000 Penalty: 26592.005859 Splitting cluster 19 changes total score from -18595816.000000 to -18603022.000000 So it's getting split into cluster 62. Entering ConstructFrom: Trying to split cluster 20 (15762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Entering Unmasked Estep Score: -746374.500000 Penalty: 318.956787 Iteration 0F: 2 clusters Score -746374.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -735809.312500 Penalty: 637.913574 Iteration 0F: 3 clusters Score -735809.3 nChanged 7606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -740865.250000 Penalty: 637.913574 Iteration 1F: 3 clusters Score -740865.2 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -741741.375000 Penalty: 637.913574 Iteration 2F: 3 clusters Score -741741.4 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -743151.000000 Penalty: 637.913574 Iteration 3F: 3 clusters Score -743151 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -745035.750000 Penalty: 637.913574 Iteration 4F: 3 clusters Score -745035.8 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 11744 members Entering Unmasked Estep Score: -746588.875000 Penalty: 637.913574 Iteration 5F: 3 clusters Score -746588.9 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -747356.687500 Penalty: 637.913574 Iteration 6Q: 3 clusters Score -747356.7 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -747903.750000 Penalty: 637.913574 Iteration 7Q: 3 clusters Score -747903.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -748474.500000 Penalty: 637.913574 Iteration 8Q: 3 clusters Score -748474.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -749073.437500 Penalty: 637.913574 Iteration 9Q: 3 clusters Score -749073.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -749221.625000 Penalty: 637.913574 Iteration 10Q: 3 clusters Score -749221.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -749221.375000 Penalty: 637.913574 Iteration 11Q: 3 clusters Score -749221.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -749221.375000 Penalty: 637.913574 Iteration 12F: 3 clusters Score -749221.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 24624 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Entering Unmasked Estep Score: -18605824.000000 Penalty: 27020.910156 Splitting cluster 20 changes total score from -18595816.000000 to -18605824.000000 So it's getting split into cluster 63. Entering ConstructFrom: Trying to split cluster 21 (24624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24624 members Entering Unmasked Estep Score: -1139694.875000 Penalty: 333.678741 Iteration 0F: 2 clusters Score -1139695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12422 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -1123283.125000 Penalty: 667.357483 Iteration 0F: 3 clusters Score -1123283 nChanged 11741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1131250.750000 Penalty: 667.357483 Iteration 1F: 3 clusters Score -1131251 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -1132913.250000 Penalty: 667.357483 Iteration 2F: 3 clusters Score -1132913 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -1134826.750000 Penalty: 667.357483 Iteration 3F: 3 clusters Score -1134827 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1136742.625000 Penalty: 667.357483 Iteration 4F: 3 clusters Score -1136743 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19925 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -1138062.625000 Penalty: 667.357483 Iteration 5Q: 3 clusters Score -1138063 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -1138509.125000 Penalty: 667.357483 Iteration 6Q: 3 clusters Score -1138509 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20676 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1138741.500000 Penalty: 667.357483 Iteration 7Q: 3 clusters Score -1138742 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1138929.750000 Penalty: 667.357483 Iteration 8Q: 3 clusters Score -1138930 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21195 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1139063.000000 Penalty: 667.357483 Iteration 9Q: 3 clusters Score -1139063 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21406 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1139180.500000 Penalty: 667.357483 Iteration 10Q: 3 clusters Score -1139180 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1139306.750000 Penalty: 667.357483 Iteration 11Q: 3 clusters Score -1139307 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21758 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1139420.000000 Penalty: 667.357483 Iteration 12Q: 3 clusters Score -1139420 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21896 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1139500.375000 Penalty: 667.357483 Iteration 13Q: 3 clusters Score -1139500 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21995 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1139573.375000 Penalty: 667.357483 Iteration 14Q: 3 clusters Score -1139573 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1139628.375000 Penalty: 667.357483 Iteration 15Q: 3 clusters Score -1139628 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1139683.875000 Penalty: 667.357483 Iteration 16Q: 3 clusters Score -1139684 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1139722.875000 Penalty: 667.357483 Iteration 17Q: 3 clusters Score -1139723 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1139758.875000 Penalty: 667.357483 Iteration 18Q: 3 clusters Score -1139759 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1139797.000000 Penalty: 667.357483 Iteration 19Q: 3 clusters Score -1139797 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1139841.250000 Penalty: 667.357483 Iteration 20F: 3 clusters Score -1139841 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1139897.000000 Penalty: 667.357483 Iteration 21Q: 3 clusters Score -1139897 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22048 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -1139941.500000 Penalty: 667.357483 Iteration 22Q: 3 clusters Score -1139942 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22009 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1139982.125000 Penalty: 667.357483 Iteration 23Q: 3 clusters Score -1139982 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21964 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1140030.250000 Penalty: 667.357483 Iteration 24Q: 3 clusters Score -1140030 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21901 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -1140065.750000 Penalty: 667.357483 Iteration 25Q: 3 clusters Score -1140066 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1140097.250000 Penalty: 667.357483 Iteration 26Q: 3 clusters Score -1140097 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21762 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1140119.000000 Penalty: 667.357483 Iteration 27Q: 3 clusters Score -1140119 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21706 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -1140136.500000 Penalty: 667.357483 Iteration 28Q: 3 clusters Score -1140136 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21654 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -1140152.250000 Penalty: 667.357483 Iteration 29Q: 3 clusters Score -1140152 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21614 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1140159.875000 Penalty: 667.357483 Iteration 30Q: 3 clusters Score -1140160 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1140169.625000 Penalty: 667.357483 Iteration 31Q: 3 clusters Score -1140170 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21542 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1140175.125000 Penalty: 667.357483 Iteration 32Q: 3 clusters Score -1140175 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21512 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1140178.000000 Penalty: 667.357483 Iteration 33Q: 3 clusters Score -1140178 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1140181.750000 Penalty: 667.357483 Iteration 34Q: 3 clusters Score -1140182 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21443 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1140188.750000 Penalty: 667.357483 Iteration 35Q: 3 clusters Score -1140189 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1140191.625000 Penalty: 667.357483 Iteration 36Q: 3 clusters Score -1140192 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21366 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1140197.250000 Penalty: 667.357483 Iteration 37Q: 3 clusters Score -1140197 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1140199.000000 Penalty: 667.357483 Iteration 38Q: 3 clusters Score -1140199 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21314 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1140202.125000 Penalty: 667.357483 Iteration 39Q: 3 clusters Score -1140202 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21293 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1140201.250000 Penalty: 667.357483 Iteration 40F: 3 clusters Score -1140201 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21275 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1140204.625000 Penalty: 667.357483 Iteration 41Q: 3 clusters Score -1140205 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1140205.375000 Penalty: 667.357483 Iteration 42Q: 3 clusters Score -1140205 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21234 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1140204.375000 Penalty: 667.357483 Iteration 43Q: 3 clusters Score -1140204 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21217 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1140207.000000 Penalty: 667.357483 Iteration 44Q: 3 clusters Score -1140207 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21206 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1140206.875000 Penalty: 667.357483 Iteration 45Q: 3 clusters Score -1140207 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21197 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1140207.500000 Penalty: 667.357483 Iteration 46Q: 3 clusters Score -1140208 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21187 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1140209.375000 Penalty: 667.357483 Iteration 47Q: 3 clusters Score -1140209 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21178 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1140205.625000 Penalty: 667.357483 Iteration 48Q: 3 clusters Score -1140206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21173 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1140204.875000 Penalty: 667.357483 Iteration 49Q: 3 clusters Score -1140205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21167 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1140206.500000 Penalty: 667.357483 Iteration 50Q: 3 clusters Score -1140206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21165 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1140206.375000 Penalty: 667.357483 Iteration 51Q: 3 clusters Score -1140206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1140205.750000 Penalty: 667.357483 Iteration 52Q: 3 clusters Score -1140206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1140205.375000 Penalty: 667.357483 Iteration 53Q: 3 clusters Score -1140205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21151 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1140206.250000 Penalty: 667.357483 Iteration 54Q: 3 clusters Score -1140206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21146 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1140205.875000 Penalty: 667.357483 Iteration 55Q: 3 clusters Score -1140206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1140205.125000 Penalty: 667.357483 Iteration 56Q: 3 clusters Score -1140205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1140205.875000 Penalty: 667.357483 Iteration 57Q: 3 clusters Score -1140206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21137 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1140206.375000 Penalty: 667.357483 Iteration 58Q: 3 clusters Score -1140206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21136 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1140207.125000 Penalty: 667.357483 Iteration 59Q: 3 clusters Score -1140207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1140205.500000 Penalty: 667.357483 Iteration 60F: 3 clusters Score -1140206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21133 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1140205.375000 Penalty: 667.357483 Iteration 61Q: 3 clusters Score -1140205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1140205.500000 Penalty: 667.357483 Iteration 62Q: 3 clusters Score -1140206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21127 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1140207.500000 Penalty: 667.357483 Iteration 63Q: 3 clusters Score -1140208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21122 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -1140206.250000 Penalty: 667.357483 Iteration 64Q: 3 clusters Score -1140206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21116 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1140206.500000 Penalty: 667.357483 Iteration 65Q: 3 clusters Score -1140206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21108 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1140208.500000 Penalty: 667.357483 Iteration 66Q: 3 clusters Score -1140208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21101 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1140208.375000 Penalty: 667.357483 Iteration 67Q: 3 clusters Score -1140208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21093 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1140210.500000 Penalty: 667.357483 Iteration 68Q: 3 clusters Score -1140210 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21086 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1140208.750000 Penalty: 667.357483 Iteration 69Q: 3 clusters Score -1140209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21082 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1140210.875000 Penalty: 667.357483 Iteration 70Q: 3 clusters Score -1140211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1140211.375000 Penalty: 667.357483 Iteration 71Q: 3 clusters Score -1140211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1140212.375000 Penalty: 667.357483 Iteration 72Q: 3 clusters Score -1140212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1140212.375000 Penalty: 667.357483 Iteration 73Q: 3 clusters Score -1140212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1140212.375000 Penalty: 667.357483 Iteration 74F: 3 clusters Score -1140212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 2057 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Entering Unmasked Estep Score: -18606264.000000 Penalty: 27449.812500 Splitting cluster 21 changes total score from -18595816.000000 to -18606264.000000 So it's getting split into cluster 64. Entering ConstructFrom: Trying to split cluster 22 (1632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Entering Unmasked Estep Score: -56421.902344 Penalty: 244.119537 Iteration 0F: 2 clusters Score -56421.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -55335.648438 Penalty: 488.239075 Iteration 0F: 3 clusters Score -55335.65 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -55786.980469 Penalty: 488.239075 Iteration 1F: 3 clusters Score -55786.98 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -55908.183594 Penalty: 488.239075 Iteration 2F: 3 clusters Score -55908.18 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -56010.460938 Penalty: 488.239075 Iteration 3F: 3 clusters Score -56010.46 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -56100.929688 Penalty: 488.239075 Iteration 4F: 3 clusters Score -56100.93 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -56158.691406 Penalty: 488.239075 Iteration 5F: 3 clusters Score -56158.69 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -56198.988281 Penalty: 488.239075 Iteration 6Q: 3 clusters Score -56198.99 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -56229.824219 Penalty: 488.239075 Iteration 7Q: 3 clusters Score -56229.82 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -56250.734375 Penalty: 488.239075 Iteration 8Q: 3 clusters Score -56250.73 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -56266.468750 Penalty: 488.239075 Iteration 9Q: 3 clusters Score -56266.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -56272.742188 Penalty: 488.239075 Iteration 10Q: 3 clusters Score -56272.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -56278.789062 Penalty: 488.239075 Iteration 11Q: 3 clusters Score -56278.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -56284.148438 Penalty: 488.239075 Iteration 12Q: 3 clusters Score -56284.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -56288.066406 Penalty: 488.239075 Iteration 13Q: 3 clusters Score -56288.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -56291.593750 Penalty: 488.239075 Iteration 14Q: 3 clusters Score -56291.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -56297.792969 Penalty: 488.239075 Iteration 15Q: 3 clusters Score -56297.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -56303.500000 Penalty: 488.239075 Iteration 16Q: 3 clusters Score -56303.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -56309.460938 Penalty: 488.239075 Iteration 17Q: 3 clusters Score -56309.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -56313.898438 Penalty: 488.239075 Iteration 18Q: 3 clusters Score -56313.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -56321.347656 Penalty: 488.239075 Iteration 19Q: 3 clusters Score -56321.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -56324.386719 Penalty: 488.239075 Iteration 20F: 3 clusters Score -56324.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -56325.628906 Penalty: 488.239075 Iteration 21Q: 3 clusters Score -56325.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -56326.648438 Penalty: 488.239075 Iteration 22Q: 3 clusters Score -56326.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -56330.699219 Penalty: 488.239075 Iteration 23Q: 3 clusters Score -56330.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -56331.144531 Penalty: 488.239075 Iteration 24Q: 3 clusters Score -56331.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -56332.796875 Penalty: 488.239075 Iteration 25Q: 3 clusters Score -56332.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -56333.515625 Penalty: 488.239075 Iteration 26Q: 3 clusters Score -56333.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -56334.320312 Penalty: 488.239075 Iteration 27Q: 3 clusters Score -56334.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -56334.792969 Penalty: 488.239075 Iteration 28Q: 3 clusters Score -56334.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -56334.792969 Penalty: 488.239075 Iteration 29F: 3 clusters Score -56334.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Entering Unmasked Estep Score: -77140.445312 Penalty: 251.757126 Iteration 0F: 2 clusters Score -77140.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -75743.859375 Penalty: 503.514252 Iteration 0F: 3 clusters Score -75743.86 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -76589.390625 Penalty: 503.514252 Iteration 1F: 3 clusters Score -76589.39 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -76937.640625 Penalty: 503.514252 Iteration 2F: 3 clusters Score -76937.64 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -77108.812500 Penalty: 503.514252 Iteration 3F: 3 clusters Score -77108.81 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -77187.289062 Penalty: 503.514252 Iteration 4Q: 3 clusters Score -77187.29 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -77215.492188 Penalty: 503.514252 Iteration 5Q: 3 clusters Score -77215.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -77230.695312 Penalty: 503.514252 Iteration 6Q: 3 clusters Score -77230.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -77241.757812 Penalty: 503.514252 Iteration 7Q: 3 clusters Score -77241.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -77251.054688 Penalty: 503.514252 Iteration 8Q: 3 clusters Score -77251.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -77255.867188 Penalty: 503.514252 Iteration 9Q: 3 clusters Score -77255.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -77257.031250 Penalty: 503.514252 Iteration 10Q: 3 clusters Score -77257.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -77257.257812 Penalty: 503.514252 Iteration 11Q: 3 clusters Score -77257.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -77257.632812 Penalty: 503.514252 Iteration 12Q: 3 clusters Score -77257.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -77258.664062 Penalty: 503.514252 Iteration 13Q: 3 clusters Score -77258.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -77258.781250 Penalty: 503.514252 Iteration 14Q: 3 clusters Score -77258.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -77258.859375 Penalty: 503.514252 Iteration 15Q: 3 clusters Score -77258.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -77258.859375 Penalty: 503.514252 Iteration 16F: 3 clusters Score -77258.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 9996 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Entering Unmasked Estep Score: -18606214.000000 Penalty: 27878.714844 Splitting cluster 23 changes total score from -18595816.000000 to -18606214.000000 So it's getting split into cluster 65. Entering ConstructFrom: Trying to split cluster 24 (9996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Entering Unmasked Estep Score: -420582.500000 Penalty: 303.928009 Iteration 0F: 2 clusters Score -420582.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -413854.625000 Penalty: 607.856018 Iteration 0F: 3 clusters Score -413854.6 nChanged 4718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -416627.968750 Penalty: 607.856018 Iteration 1F: 3 clusters Score -416628 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -416973.031250 Penalty: 607.856018 Iteration 2F: 3 clusters Score -416973 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -417345.625000 Penalty: 607.856018 Iteration 3F: 3 clusters Score -417345.6 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -417685.437500 Penalty: 607.856018 Iteration 4F: 3 clusters Score -417685.4 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -417962.625000 Penalty: 607.856018 Iteration 5F: 3 clusters Score -417962.6 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -418229.593750 Penalty: 607.856018 Iteration 6Q: 3 clusters Score -418229.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -418568.062500 Penalty: 607.856018 Iteration 7Q: 3 clusters Score -418568.1 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -418993.968750 Penalty: 607.856018 Iteration 8F: 3 clusters Score -418994 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -419379.593750 Penalty: 607.856018 Iteration 9Q: 3 clusters Score -419379.6 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -419642.718750 Penalty: 607.856018 Iteration 10Q: 3 clusters Score -419642.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -419836.500000 Penalty: 607.856018 Iteration 11Q: 3 clusters Score -419836.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -419993.031250 Penalty: 607.856018 Iteration 12Q: 3 clusters Score -419993 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -420132.187500 Penalty: 607.856018 Iteration 13Q: 3 clusters Score -420132.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -420249.718750 Penalty: 607.856018 Iteration 14Q: 3 clusters Score -420249.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -420382.843750 Penalty: 607.856018 Iteration 15Q: 3 clusters Score -420382.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -420598.000000 Penalty: 607.856018 Iteration 16Q: 3 clusters Score -420598 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -420905.437500 Penalty: 607.856018 Iteration 17Q: 3 clusters Score -420905.4 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -421298.593750 Penalty: 607.856018 Iteration 18Q: 3 clusters Score -421298.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -421598.937500 Penalty: 607.856018 Iteration 19Q: 3 clusters Score -421598.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -421747.156250 Penalty: 607.856018 Iteration 20F: 3 clusters Score -421747.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -421822.625000 Penalty: 607.856018 Iteration 21Q: 3 clusters Score -421822.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -421857.718750 Penalty: 607.856018 Iteration 22Q: 3 clusters Score -421857.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -421886.593750 Penalty: 607.856018 Iteration 23Q: 3 clusters Score -421886.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -421909.593750 Penalty: 607.856018 Iteration 24Q: 3 clusters Score -421909.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -421929.437500 Penalty: 607.856018 Iteration 25Q: 3 clusters Score -421929.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -421949.531250 Penalty: 607.856018 Iteration 26Q: 3 clusters Score -421949.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -421964.062500 Penalty: 607.856018 Iteration 27Q: 3 clusters Score -421964.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -421976.625000 Penalty: 607.856018 Iteration 28Q: 3 clusters Score -421976.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -421984.000000 Penalty: 607.856018 Iteration 29Q: 3 clusters Score -421984 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -421988.937500 Penalty: 607.856018 Iteration 30Q: 3 clusters Score -421988.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -421993.312500 Penalty: 607.856018 Iteration 31Q: 3 clusters Score -421993.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -421992.000000 Penalty: 607.856018 Iteration 32Q: 3 clusters Score -421992 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -421992.656250 Penalty: 607.856018 Iteration 33Q: 3 clusters Score -421992.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -421993.968750 Penalty: 607.856018 Iteration 34Q: 3 clusters Score -421994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -421992.812500 Penalty: 607.856018 Iteration 35Q: 3 clusters Score -421992.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -421992.375000 Penalty: 607.856018 Iteration 36Q: 3 clusters Score -421992.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -421992.375000 Penalty: 607.856018 Iteration 37F: 3 clusters Score -421992.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 437 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Entering Unmasked Estep Score: -18607482.000000 Penalty: 28307.619141 Splitting cluster 24 changes total score from -18595816.000000 to -18607482.000000 So it's getting split into cluster 66. Entering ConstructFrom: Trying to split cluster 25 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -13096.541992 Penalty: 200.637787 Iteration 0F: 2 clusters Score -13096.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -12734.881836 Penalty: 401.275574 Iteration 0F: 3 clusters Score -12734.88 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -12967.819336 Penalty: 401.275574 Iteration 1F: 3 clusters Score -12967.82 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13063.313477 Penalty: 401.275574 Iteration 2F: 3 clusters Score -13063.31 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13118.782227 Penalty: 401.275574 Iteration 3F: 3 clusters Score -13118.78 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13148.369141 Penalty: 401.275574 Iteration 4F: 3 clusters Score -13148.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13159.646484 Penalty: 401.275574 Iteration 5Q: 3 clusters Score -13159.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13166.061523 Penalty: 401.275574 Iteration 6Q: 3 clusters Score -13166.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13176.327148 Penalty: 401.275574 Iteration 7Q: 3 clusters Score -13176.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -13196.581055 Penalty: 401.275574 Iteration 8Q: 3 clusters Score -13196.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -13211.661133 Penalty: 401.275574 Iteration 9Q: 3 clusters Score -13211.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13224.453125 Penalty: 401.275574 Iteration 10Q: 3 clusters Score -13224.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13229.609375 Penalty: 401.275574 Iteration 11Q: 3 clusters Score -13229.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -13241.748047 Penalty: 401.275574 Iteration 12Q: 3 clusters Score -13241.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13262.166992 Penalty: 401.275574 Iteration 13Q: 3 clusters Score -13262.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -13287.648438 Penalty: 401.275574 Iteration 14Q: 3 clusters Score -13287.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -13289.715820 Penalty: 401.275574 Iteration 15Q: 3 clusters Score -13289.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13290.014648 Penalty: 401.275574 Iteration 16Q: 3 clusters Score -13290.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -13290.623047 Penalty: 401.275574 Iteration 17Q: 3 clusters Score -13290.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13291.295898 Penalty: 401.275574 Iteration 18Q: 3 clusters Score -13291.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -13291.963867 Penalty: 401.275574 Iteration 19Q: 3 clusters Score -13291.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -13292.667969 Penalty: 401.275574 Iteration 20F: 3 clusters Score -13292.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 27649 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Entering Unmasked Estep Score: -18607444.000000 Penalty: 28736.523438 Splitting cluster 25 changes total score from -18595816.000000 to -18607444.000000 So it's getting split into cluster 67. Entering ConstructFrom: Trying to split cluster 26 (27649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27649 members Entering Unmasked Estep Score: -1285169.750000 Penalty: 337.502380 Iteration 0F: 2 clusters Score -1285170 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13894 members Mstep: Class 2 contains 13755 members Entering Unmasked Estep Score: -1266511.625000 Penalty: 675.004761 Iteration 0F: 3 clusters Score -1266512 nChanged 13437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15889 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -1276218.875000 Penalty: 675.004761 Iteration 1F: 3 clusters Score -1276219 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16855 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -1278222.125000 Penalty: 675.004761 Iteration 2F: 3 clusters Score -1278222 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17736 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -1280726.625000 Penalty: 675.004761 Iteration 3F: 3 clusters Score -1280727 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18428 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -1282882.125000 Penalty: 675.004761 Iteration 4F: 3 clusters Score -1282882 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18805 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -1284397.125000 Penalty: 675.004761 Iteration 5F: 3 clusters Score -1284397 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1285585.750000 Penalty: 675.004761 Iteration 6Q: 3 clusters Score -1285586 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19477 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -1286567.500000 Penalty: 675.004761 Iteration 7Q: 3 clusters Score -1286568 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19704 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -1287092.250000 Penalty: 675.004761 Iteration 8Q: 3 clusters Score -1287092 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1287279.500000 Penalty: 675.004761 Iteration 9Q: 3 clusters Score -1287280 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19889 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -1287342.250000 Penalty: 675.004761 Iteration 10Q: 3 clusters Score -1287342 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1287366.000000 Penalty: 675.004761 Iteration 11Q: 3 clusters Score -1287366 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1287385.500000 Penalty: 675.004761 Iteration 12Q: 3 clusters Score -1287386 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19912 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1287395.750000 Penalty: 675.004761 Iteration 13Q: 3 clusters Score -1287396 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -1287398.375000 Penalty: 675.004761 Iteration 14Q: 3 clusters Score -1287398 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19932 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1287397.625000 Penalty: 675.004761 Iteration 15Q: 3 clusters Score -1287398 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1287399.125000 Penalty: 675.004761 Iteration 16Q: 3 clusters Score -1287399 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1287398.000000 Penalty: 675.004761 Iteration 17Q: 3 clusters Score -1287398 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -1287397.750000 Penalty: 675.004761 Iteration 18Q: 3 clusters Score -1287398 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19989 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -1287400.625000 Penalty: 675.004761 Iteration 19Q: 3 clusters Score -1287401 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20005 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -1287402.625000 Penalty: 675.004761 Iteration 20F: 3 clusters Score -1287403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20014 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1287402.000000 Penalty: 675.004761 Iteration 21Q: 3 clusters Score -1287402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20022 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -1287403.625000 Penalty: 675.004761 Iteration 22Q: 3 clusters Score -1287404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20025 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1287402.250000 Penalty: 675.004761 Iteration 23Q: 3 clusters Score -1287402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -1287402.750000 Penalty: 675.004761 Iteration 24Q: 3 clusters Score -1287403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -1287402.750000 Penalty: 675.004761 Iteration 25F: 3 clusters Score -1287403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 12395 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Entering Unmasked Estep Score: -18609588.000000 Penalty: 29165.425781 Splitting cluster 26 changes total score from -18595816.000000 to -18609588.000000 So it's getting split into cluster 68. Entering ConstructFrom: Trying to split cluster 27 (961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Entering Unmasked Estep Score: -46610.707031 Penalty: 226.643158 Iteration 0F: 2 clusters Score -46610.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -45891.933594 Penalty: 453.286316 Iteration 0F: 3 clusters Score -45891.93 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -46136.773438 Penalty: 453.286316 Iteration 1F: 3 clusters Score -46136.77 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -46181.585938 Penalty: 453.286316 Iteration 2F: 3 clusters Score -46181.59 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -46233.027344 Penalty: 453.286316 Iteration 3F: 3 clusters Score -46233.03 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -46278.933594 Penalty: 453.286316 Iteration 4F: 3 clusters Score -46278.93 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -46311.054688 Penalty: 453.286316 Iteration 5Q: 3 clusters Score -46311.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -46331.585938 Penalty: 453.286316 Iteration 6Q: 3 clusters Score -46331.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -46347.449219 Penalty: 453.286316 Iteration 7Q: 3 clusters Score -46347.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -46360.660156 Penalty: 453.286316 Iteration 8Q: 3 clusters Score -46360.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -46368.277344 Penalty: 453.286316 Iteration 9Q: 3 clusters Score -46368.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -46380.632812 Penalty: 453.286316 Iteration 10Q: 3 clusters Score -46380.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -46388.480469 Penalty: 453.286316 Iteration 11Q: 3 clusters Score -46388.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -46393.824219 Penalty: 453.286316 Iteration 12Q: 3 clusters Score -46393.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -46396.933594 Penalty: 453.286316 Iteration 13Q: 3 clusters Score -46396.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -46400.410156 Penalty: 453.286316 Iteration 14Q: 3 clusters Score -46400.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -46402.136719 Penalty: 453.286316 Iteration 15Q: 3 clusters Score -46402.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -46402.136719 Penalty: 453.286316 Iteration 16F: 3 clusters Score -46402.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -53615.070312 Penalty: 240.602158 Iteration 0F: 2 clusters Score -53615.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -52578.496094 Penalty: 481.204315 Iteration 0F: 3 clusters Score -52578.5 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -52992.074219 Penalty: 481.204315 Iteration 1F: 3 clusters Score -52992.07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -53085.363281 Penalty: 481.204315 Iteration 2F: 3 clusters Score -53085.36 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -53168.937500 Penalty: 481.204315 Iteration 3F: 3 clusters Score -53168.94 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -53218.304688 Penalty: 481.204315 Iteration 4F: 3 clusters Score -53218.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -53246.179688 Penalty: 481.204315 Iteration 5Q: 3 clusters Score -53246.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -53266.128906 Penalty: 481.204315 Iteration 6Q: 3 clusters Score -53266.13 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -53280.195312 Penalty: 481.204315 Iteration 7Q: 3 clusters Score -53280.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -53292.949219 Penalty: 481.204315 Iteration 8Q: 3 clusters Score -53292.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -53313.011719 Penalty: 481.204315 Iteration 9Q: 3 clusters Score -53313.01 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -53334.644531 Penalty: 481.204315 Iteration 10Q: 3 clusters Score -53334.64 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -53347.070312 Penalty: 481.204315 Iteration 11Q: 3 clusters Score -53347.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -53364.585938 Penalty: 481.204315 Iteration 12Q: 3 clusters Score -53364.59 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -53379.957031 Penalty: 481.204315 Iteration 13Q: 3 clusters Score -53379.96 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -53404.449219 Penalty: 481.204315 Iteration 14Q: 3 clusters Score -53404.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -53423.972656 Penalty: 481.204315 Iteration 15Q: 3 clusters Score -53423.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -53436.296875 Penalty: 481.204315 Iteration 16Q: 3 clusters Score -53436.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -53449.164062 Penalty: 481.204315 Iteration 17Q: 3 clusters Score -53449.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -53460.882812 Penalty: 481.204315 Iteration 18Q: 3 clusters Score -53460.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -53468.972656 Penalty: 481.204315 Iteration 19Q: 3 clusters Score -53468.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -53474.628906 Penalty: 481.204315 Iteration 20F: 3 clusters Score -53474.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -53478.562500 Penalty: 481.204315 Iteration 21Q: 3 clusters Score -53478.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -53479.316406 Penalty: 481.204315 Iteration 22Q: 3 clusters Score -53479.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -53479.523438 Penalty: 481.204315 Iteration 23Q: 3 clusters Score -53479.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -53479.847656 Penalty: 481.204315 Iteration 24Q: 3 clusters Score -53479.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -53480.062500 Penalty: 481.204315 Iteration 25Q: 3 clusters Score -53480.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -53480.859375 Penalty: 481.204315 Iteration 26Q: 3 clusters Score -53480.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -53481.867188 Penalty: 481.204315 Iteration 27Q: 3 clusters Score -53481.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -53482.367188 Penalty: 481.204315 Iteration 28Q: 3 clusters Score -53482.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -53482.601562 Penalty: 481.204315 Iteration 29Q: 3 clusters Score -53482.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -53483.660156 Penalty: 481.204315 Iteration 30Q: 3 clusters Score -53483.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -53484.265625 Penalty: 481.204315 Iteration 31Q: 3 clusters Score -53484.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -53485.425781 Penalty: 481.204315 Iteration 32Q: 3 clusters Score -53485.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -53485.917969 Penalty: 481.204315 Iteration 33Q: 3 clusters Score -53485.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -53486.343750 Penalty: 481.204315 Iteration 34Q: 3 clusters Score -53486.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -53486.882812 Penalty: 481.204315 Iteration 35Q: 3 clusters Score -53486.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -53486.925781 Penalty: 481.204315 Iteration 36Q: 3 clusters Score -53486.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -53486.925781 Penalty: 481.204315 Iteration 37F: 3 clusters Score -53486.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (12395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Entering Unmasked Estep Score: -566575.500000 Penalty: 311.026611 Iteration 0F: 2 clusters Score -566575.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -558394.750000 Penalty: 622.053223 Iteration 0F: 3 clusters Score -558394.8 nChanged 5872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -562465.750000 Penalty: 622.053223 Iteration 1F: 3 clusters Score -562465.8 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -563572.750000 Penalty: 622.053223 Iteration 2F: 3 clusters Score -563572.8 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -564398.937500 Penalty: 622.053223 Iteration 3F: 3 clusters Score -564398.9 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -564785.875000 Penalty: 622.053223 Iteration 4F: 3 clusters Score -564785.9 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -564937.875000 Penalty: 622.053223 Iteration 5Q: 3 clusters Score -564937.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -565006.125000 Penalty: 622.053223 Iteration 6Q: 3 clusters Score -565006.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -565051.062500 Penalty: 622.053223 Iteration 7Q: 3 clusters Score -565051.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -565101.375000 Penalty: 622.053223 Iteration 8Q: 3 clusters Score -565101.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -565148.312500 Penalty: 622.053223 Iteration 9Q: 3 clusters Score -565148.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -565188.625000 Penalty: 622.053223 Iteration 10Q: 3 clusters Score -565188.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -565232.812500 Penalty: 622.053223 Iteration 11Q: 3 clusters Score -565232.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -565280.937500 Penalty: 622.053223 Iteration 12Q: 3 clusters Score -565280.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -565329.000000 Penalty: 622.053223 Iteration 13Q: 3 clusters Score -565329 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -565373.562500 Penalty: 622.053223 Iteration 14Q: 3 clusters Score -565373.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -565420.500000 Penalty: 622.053223 Iteration 15Q: 3 clusters Score -565420.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -565464.500000 Penalty: 622.053223 Iteration 16Q: 3 clusters Score -565464.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -565497.062500 Penalty: 622.053223 Iteration 17Q: 3 clusters Score -565497.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -565525.875000 Penalty: 622.053223 Iteration 18Q: 3 clusters Score -565525.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -565555.375000 Penalty: 622.053223 Iteration 19Q: 3 clusters Score -565555.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -565592.062500 Penalty: 622.053223 Iteration 20F: 3 clusters Score -565592.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -565627.125000 Penalty: 622.053223 Iteration 21Q: 3 clusters Score -565627.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -565653.187500 Penalty: 622.053223 Iteration 22Q: 3 clusters Score -565653.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -565677.312500 Penalty: 622.053223 Iteration 23Q: 3 clusters Score -565677.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -565702.312500 Penalty: 622.053223 Iteration 24Q: 3 clusters Score -565702.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -565732.125000 Penalty: 622.053223 Iteration 25Q: 3 clusters Score -565732.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -565754.437500 Penalty: 622.053223 Iteration 26Q: 3 clusters Score -565754.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -565768.250000 Penalty: 622.053223 Iteration 27Q: 3 clusters Score -565768.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -565775.750000 Penalty: 622.053223 Iteration 28Q: 3 clusters Score -565775.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -565778.250000 Penalty: 622.053223 Iteration 29Q: 3 clusters Score -565778.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -565780.500000 Penalty: 622.053223 Iteration 30Q: 3 clusters Score -565780.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -565782.812500 Penalty: 622.053223 Iteration 31Q: 3 clusters Score -565782.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -565785.562500 Penalty: 622.053223 Iteration 32Q: 3 clusters Score -565785.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -565788.375000 Penalty: 622.053223 Iteration 33Q: 3 clusters Score -565788.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -565794.000000 Penalty: 622.053223 Iteration 34Q: 3 clusters Score -565794 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -565796.687500 Penalty: 622.053223 Iteration 35Q: 3 clusters Score -565796.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -565802.562500 Penalty: 622.053223 Iteration 36Q: 3 clusters Score -565802.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -565806.125000 Penalty: 622.053223 Iteration 37Q: 3 clusters Score -565806.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -565811.062500 Penalty: 622.053223 Iteration 38Q: 3 clusters Score -565811.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -565814.562500 Penalty: 622.053223 Iteration 39Q: 3 clusters Score -565814.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -565820.500000 Penalty: 622.053223 Iteration 40F: 3 clusters Score -565820.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -565825.687500 Penalty: 622.053223 Iteration 41Q: 3 clusters Score -565825.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -565828.625000 Penalty: 622.053223 Iteration 42Q: 3 clusters Score -565828.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -565834.000000 Penalty: 622.053223 Iteration 43Q: 3 clusters Score -565834 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -565839.187500 Penalty: 622.053223 Iteration 44Q: 3 clusters Score -565839.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -565844.437500 Penalty: 622.053223 Iteration 45Q: 3 clusters Score -565844.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -565851.000000 Penalty: 622.053223 Iteration 46Q: 3 clusters Score -565851 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -565852.250000 Penalty: 622.053223 Iteration 47Q: 3 clusters Score -565852.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -565858.000000 Penalty: 622.053223 Iteration 48Q: 3 clusters Score -565858 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -565859.437500 Penalty: 622.053223 Iteration 49Q: 3 clusters Score -565859.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -565862.125000 Penalty: 622.053223 Iteration 50Q: 3 clusters Score -565862.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -565867.750000 Penalty: 622.053223 Iteration 51Q: 3 clusters Score -565867.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -565872.187500 Penalty: 622.053223 Iteration 52Q: 3 clusters Score -565872.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -565874.562500 Penalty: 622.053223 Iteration 53Q: 3 clusters Score -565874.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -565876.937500 Penalty: 622.053223 Iteration 54Q: 3 clusters Score -565876.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -565881.000000 Penalty: 622.053223 Iteration 55Q: 3 clusters Score -565881 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -565884.812500 Penalty: 622.053223 Iteration 56Q: 3 clusters Score -565884.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -565889.625000 Penalty: 622.053223 Iteration 57Q: 3 clusters Score -565889.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -565895.750000 Penalty: 622.053223 Iteration 58Q: 3 clusters Score -565895.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -565898.375000 Penalty: 622.053223 Iteration 59Q: 3 clusters Score -565898.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -565903.875000 Penalty: 622.053223 Iteration 60F: 3 clusters Score -565903.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -565911.125000 Penalty: 622.053223 Iteration 61Q: 3 clusters Score -565911.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -565916.312500 Penalty: 622.053223 Iteration 62Q: 3 clusters Score -565916.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -565923.250000 Penalty: 622.053223 Iteration 63Q: 3 clusters Score -565923.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -565929.500000 Penalty: 622.053223 Iteration 64Q: 3 clusters Score -565929.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -565939.125000 Penalty: 622.053223 Iteration 65Q: 3 clusters Score -565939.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -565948.437500 Penalty: 622.053223 Iteration 66Q: 3 clusters Score -565948.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -565958.562500 Penalty: 622.053223 Iteration 67Q: 3 clusters Score -565958.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -565970.562500 Penalty: 622.053223 Iteration 68Q: 3 clusters Score -565970.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -565982.437500 Penalty: 622.053223 Iteration 69Q: 3 clusters Score -565982.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -565994.312500 Penalty: 622.053223 Iteration 70Q: 3 clusters Score -565994.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -566001.750000 Penalty: 622.053223 Iteration 71Q: 3 clusters Score -566001.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -566011.312500 Penalty: 622.053223 Iteration 72Q: 3 clusters Score -566011.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -566020.625000 Penalty: 622.053223 Iteration 73Q: 3 clusters Score -566020.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -566027.437500 Penalty: 622.053223 Iteration 74Q: 3 clusters Score -566027.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -566036.437500 Penalty: 622.053223 Iteration 75Q: 3 clusters Score -566036.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -566045.625000 Penalty: 622.053223 Iteration 76Q: 3 clusters Score -566045.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -566051.687500 Penalty: 622.053223 Iteration 77Q: 3 clusters Score -566051.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -566057.500000 Penalty: 622.053223 Iteration 78Q: 3 clusters Score -566057.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -566070.937500 Penalty: 622.053223 Iteration 79Q: 3 clusters Score -566070.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -566082.250000 Penalty: 622.053223 Iteration 80F: 3 clusters Score -566082.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -566097.125000 Penalty: 622.053223 Iteration 81Q: 3 clusters Score -566097.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -566110.687500 Penalty: 622.053223 Iteration 82Q: 3 clusters Score -566110.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -566119.500000 Penalty: 622.053223 Iteration 83Q: 3 clusters Score -566119.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -566135.625000 Penalty: 622.053223 Iteration 84Q: 3 clusters Score -566135.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -566148.062500 Penalty: 622.053223 Iteration 85Q: 3 clusters Score -566148.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -566162.437500 Penalty: 622.053223 Iteration 86Q: 3 clusters Score -566162.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -566172.625000 Penalty: 622.053223 Iteration 87Q: 3 clusters Score -566172.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -566184.062500 Penalty: 622.053223 Iteration 88Q: 3 clusters Score -566184.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -566191.500000 Penalty: 622.053223 Iteration 89Q: 3 clusters Score -566191.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -566200.937500 Penalty: 622.053223 Iteration 90Q: 3 clusters Score -566200.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -566217.312500 Penalty: 622.053223 Iteration 91Q: 3 clusters Score -566217.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -566233.750000 Penalty: 622.053223 Iteration 92Q: 3 clusters Score -566233.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -566259.562500 Penalty: 622.053223 Iteration 93Q: 3 clusters Score -566259.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -566290.437500 Penalty: 622.053223 Iteration 94Q: 3 clusters Score -566290.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -566328.750000 Penalty: 622.053223 Iteration 95Q: 3 clusters Score -566328.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -566376.125000 Penalty: 622.053223 Iteration 96Q: 3 clusters Score -566376.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -566409.187500 Penalty: 622.053223 Iteration 97Q: 3 clusters Score -566409.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -566428.250000 Penalty: 622.053223 Iteration 98Q: 3 clusters Score -566428.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -566443.375000 Penalty: 622.053223 Iteration 99Q: 3 clusters Score -566443.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -566452.000000 Penalty: 622.053223 Iteration 100F: 3 clusters Score -566452 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -566460.625000 Penalty: 622.053223 Iteration 101Q: 3 clusters Score -566460.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -566466.375000 Penalty: 622.053223 Iteration 102Q: 3 clusters Score -566466.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -566475.375000 Penalty: 622.053223 Iteration 103Q: 3 clusters Score -566475.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -566480.375000 Penalty: 622.053223 Iteration 104Q: 3 clusters Score -566480.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -566487.687500 Penalty: 622.053223 Iteration 105Q: 3 clusters Score -566487.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -566503.125000 Penalty: 622.053223 Iteration 106Q: 3 clusters Score -566503.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -566528.812500 Penalty: 622.053223 Iteration 107Q: 3 clusters Score -566528.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -566579.000000 Penalty: 622.053223 Iteration 108Q: 3 clusters Score -566579 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -566642.437500 Penalty: 622.053223 Iteration 109Q: 3 clusters Score -566642.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -566926.062500 Penalty: 622.053223 Iteration 114Q: 3 clusters Score -566926.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -567006.000000 Penalty: 622.053223 Iteration 115Q: 3 clusters Score -567006 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -567047.687500 Penalty: 622.053223 Iteration 116Q: 3 clusters Score -567047.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -567071.625000 Penalty: 622.053223 Iteration 117Q: 3 clusters Score -567071.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -567083.562500 Penalty: 622.053223 Iteration 118Q: 3 clusters Score -567083.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -567090.812500 Penalty: 622.053223 Iteration 119Q: 3 clusters Score -567090.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -567096.625000 Penalty: 622.053223 Iteration 120F: 3 clusters Score -567096.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -567101.312500 Penalty: 622.053223 Iteration 121Q: 3 clusters Score -567101.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -567104.812500 Penalty: 622.053223 Iteration 122Q: 3 clusters Score -567104.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -567108.062500 Penalty: 622.053223 Iteration 123Q: 3 clusters Score -567108.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -567109.375000 Penalty: 622.053223 Iteration 124Q: 3 clusters Score -567109.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -567110.750000 Penalty: 622.053223 Iteration 125Q: 3 clusters Score -567110.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -567112.125000 Penalty: 622.053223 Iteration 126Q: 3 clusters Score -567112.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -567113.562500 Penalty: 622.053223 Iteration 127Q: 3 clusters Score -567113.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -567115.812500 Penalty: 622.053223 Iteration 128Q: 3 clusters Score -567115.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -567119.875000 Penalty: 622.053223 Iteration 129Q: 3 clusters Score -567119.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -567121.250000 Penalty: 622.053223 Iteration 130Q: 3 clusters Score -567121.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -567120.937500 Penalty: 622.053223 Iteration 131Q: 3 clusters Score -567120.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -567122.375000 Penalty: 622.053223 Iteration 132Q: 3 clusters Score -567122.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -567122.312500 Penalty: 622.053223 Iteration 133Q: 3 clusters Score -567122.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -567123.187500 Penalty: 622.053223 Iteration 134Q: 3 clusters Score -567123.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -567124.625000 Penalty: 622.053223 Iteration 135Q: 3 clusters Score -567124.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -567125.375000 Penalty: 622.053223 Iteration 136Q: 3 clusters Score -567125.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -567125.687500 Penalty: 622.053223 Iteration 137Q: 3 clusters Score -567125.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -567126.625000 Penalty: 622.053223 Iteration 138Q: 3 clusters Score -567126.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -567125.937500 Penalty: 622.053223 Iteration 139Q: 3 clusters Score -567125.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -567126.312500 Penalty: 622.053223 Iteration 140F: 3 clusters Score -567126.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -567126.625000 Penalty: 622.053223 Iteration 141Q: 3 clusters Score -567126.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -567126.125000 Penalty: 622.053223 Iteration 142Q: 3 clusters Score -567126.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -567127.250000 Penalty: 622.053223 Iteration 143Q: 3 clusters Score -567127.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -567126.875000 Penalty: 622.053223 Iteration 144Q: 3 clusters Score -567126.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -567125.937500 Penalty: 622.053223 Iteration 145Q: 3 clusters Score -567125.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -567126.250000 Penalty: 622.053223 Iteration 146Q: 3 clusters Score -567126.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -567126.187500 Penalty: 622.053223 Iteration 147Q: 3 clusters Score -567126.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -567126.562500 Penalty: 622.053223 Iteration 148Q: 3 clusters Score -567126.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -567126.875000 Penalty: 622.053223 Iteration 149Q: 3 clusters Score -567126.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -567126.875000 Penalty: 622.053223 Iteration 150F: 3 clusters Score -567126.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 39633 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Entering Unmasked Estep Score: -18610066.000000 Penalty: 29594.328125 Splitting cluster 29 changes total score from -18595816.000000 to -18610066.000000 So it's getting split into cluster 69. Entering ConstructFrom: Trying to split cluster 30 (39633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39633 members Entering Unmasked Estep Score: -1872121.250000 Penalty: 349.384766 Iteration 0F: 2 clusters Score -1872121 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19906 members Mstep: Class 2 contains 19727 members Entering Unmasked Estep Score: -1845511.625000 Penalty: 698.769531 Iteration 0F: 3 clusters Score -1845512 nChanged 19208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -1857595.250000 Penalty: 698.769531 Iteration 1F: 3 clusters Score -1857595 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23010 members Mstep: Class 2 contains 16623 members Entering Unmasked Estep Score: -1859069.250000 Penalty: 698.769531 Iteration 2F: 3 clusters Score -1859069 nChanged 2779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23879 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -1861471.000000 Penalty: 698.769531 Iteration 3F: 3 clusters Score -1861471 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24598 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -1864438.875000 Penalty: 698.769531 Iteration 4F: 3 clusters Score -1864439 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24988 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -1866713.625000 Penalty: 698.769531 Iteration 5F: 3 clusters Score -1866714 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25208 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -1867726.500000 Penalty: 698.769531 Iteration 6F: 3 clusters Score -1867726 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25361 members Mstep: Class 2 contains 14272 members Entering Unmasked Estep Score: -1868180.625000 Penalty: 698.769531 Iteration 7Q: 3 clusters Score -1868181 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25431 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -1868434.750000 Penalty: 698.769531 Iteration 8Q: 3 clusters Score -1868435 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25418 members Mstep: Class 2 contains 14215 members Entering Unmasked Estep Score: -1868605.750000 Penalty: 698.769531 Iteration 9Q: 3 clusters Score -1868606 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25348 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -1868757.750000 Penalty: 698.769531 Iteration 10Q: 3 clusters Score -1868758 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25200 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -1868884.875000 Penalty: 698.769531 Iteration 11Q: 3 clusters Score -1868885 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24987 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -1868992.875000 Penalty: 698.769531 Iteration 12Q: 3 clusters Score -1868993 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24761 members Mstep: Class 2 contains 14872 members Entering Unmasked Estep Score: -1869094.375000 Penalty: 698.769531 Iteration 13Q: 3 clusters Score -1869094 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -1869211.750000 Penalty: 698.769531 Iteration 14Q: 3 clusters Score -1869212 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24093 members Mstep: Class 2 contains 15540 members Entering Unmasked Estep Score: -1869374.375000 Penalty: 698.769531 Iteration 15Q: 3 clusters Score -1869374 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 16018 members Entering Unmasked Estep Score: -1869570.750000 Penalty: 698.769531 Iteration 16Q: 3 clusters Score -1869571 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 16532 members Entering Unmasked Estep Score: -1869800.875000 Penalty: 698.769531 Iteration 17Q: 3 clusters Score -1869801 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22488 members Mstep: Class 2 contains 17145 members Entering Unmasked Estep Score: -1870077.625000 Penalty: 698.769531 Iteration 18Q: 3 clusters Score -1870078 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 17818 members Entering Unmasked Estep Score: -1870379.250000 Penalty: 698.769531 Iteration 19Q: 3 clusters Score -1870379 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 18537 members Entering Unmasked Estep Score: -1870728.000000 Penalty: 698.769531 Iteration 20F: 3 clusters Score -1870728 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 19267 members Entering Unmasked Estep Score: -1871058.625000 Penalty: 698.769531 Iteration 21Q: 3 clusters Score -1871059 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19655 members Mstep: Class 2 contains 19978 members Entering Unmasked Estep Score: -1871355.500000 Penalty: 698.769531 Iteration 22Q: 3 clusters Score -1871356 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18974 members Mstep: Class 2 contains 20659 members Entering Unmasked Estep Score: -1871622.250000 Penalty: 698.769531 Iteration 23Q: 3 clusters Score -1871622 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18315 members Mstep: Class 2 contains 21318 members Entering Unmasked Estep Score: -1871856.750000 Penalty: 698.769531 Iteration 24Q: 3 clusters Score -1871857 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17732 members Mstep: Class 2 contains 21901 members Entering Unmasked Estep Score: -1872066.625000 Penalty: 698.769531 Iteration 25Q: 3 clusters Score -1872067 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17142 members Mstep: Class 2 contains 22491 members Entering Unmasked Estep Score: -1872275.000000 Penalty: 698.769531 Iteration 26Q: 3 clusters Score -1872275 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16604 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -1872445.000000 Penalty: 698.769531 Iteration 27Q: 3 clusters Score -1872445 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16132 members Mstep: Class 2 contains 23501 members Entering Unmasked Estep Score: -1872587.750000 Penalty: 698.769531 Iteration 28Q: 3 clusters Score -1872588 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -1872706.375000 Penalty: 698.769531 Iteration 29Q: 3 clusters Score -1872706 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 24362 members Entering Unmasked Estep Score: -1872798.125000 Penalty: 698.769531 Iteration 30Q: 3 clusters Score -1872798 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -1872865.125000 Penalty: 698.769531 Iteration 31Q: 3 clusters Score -1872865 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 25034 members Entering Unmasked Estep Score: -1872931.375000 Penalty: 698.769531 Iteration 32Q: 3 clusters Score -1872931 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -1872983.250000 Penalty: 698.769531 Iteration 33Q: 3 clusters Score -1872983 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 25606 members Entering Unmasked Estep Score: -1873045.500000 Penalty: 698.769531 Iteration 34Q: 3 clusters Score -1873046 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 25869 members Entering Unmasked Estep Score: -1873085.750000 Penalty: 698.769531 Iteration 35Q: 3 clusters Score -1873086 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -1873136.125000 Penalty: 698.769531 Iteration 36Q: 3 clusters Score -1873136 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Mstep: Class 2 contains 26361 members Entering Unmasked Estep Score: -1873163.000000 Penalty: 698.769531 Iteration 37Q: 3 clusters Score -1873163 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 26584 members Entering Unmasked Estep Score: -1873199.875000 Penalty: 698.769531 Iteration 38Q: 3 clusters Score -1873200 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 26773 members Entering Unmasked Estep Score: -1873213.375000 Penalty: 698.769531 Iteration 39Q: 3 clusters Score -1873213 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 26928 members Entering Unmasked Estep Score: -1873227.625000 Penalty: 698.769531 Iteration 40F: 3 clusters Score -1873228 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -1873245.125000 Penalty: 698.769531 Iteration 41Q: 3 clusters Score -1873245 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 27212 members Entering Unmasked Estep Score: -1873267.750000 Penalty: 698.769531 Iteration 42Q: 3 clusters Score -1873268 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 27323 members Entering Unmasked Estep Score: -1873271.750000 Penalty: 698.769531 Iteration 43Q: 3 clusters Score -1873272 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 27434 members Entering Unmasked Estep Score: -1873281.250000 Penalty: 698.769531 Iteration 44Q: 3 clusters Score -1873281 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 27541 members Entering Unmasked Estep Score: -1873290.875000 Penalty: 698.769531 Iteration 45Q: 3 clusters Score -1873291 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 27643 members Entering Unmasked Estep Score: -1873293.500000 Penalty: 698.769531 Iteration 46Q: 3 clusters Score -1873294 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 27734 members Entering Unmasked Estep Score: -1873307.250000 Penalty: 698.769531 Iteration 47Q: 3 clusters Score -1873307 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 27809 members Entering Unmasked Estep Score: -1873315.750000 Penalty: 698.769531 Iteration 48Q: 3 clusters Score -1873316 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 27891 members Entering Unmasked Estep Score: -1873321.750000 Penalty: 698.769531 Iteration 49Q: 3 clusters Score -1873322 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11662 members Mstep: Class 2 contains 27971 members Entering Unmasked Estep Score: -1873323.750000 Penalty: 698.769531 Iteration 50Q: 3 clusters Score -1873324 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 28035 members Entering Unmasked Estep Score: -1873329.250000 Penalty: 698.769531 Iteration 51Q: 3 clusters Score -1873329 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 28094 members Entering Unmasked Estep Score: -1873332.250000 Penalty: 698.769531 Iteration 52Q: 3 clusters Score -1873332 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 28151 members Entering Unmasked Estep Score: -1873334.000000 Penalty: 698.769531 Iteration 53Q: 3 clusters Score -1873334 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -1873339.500000 Penalty: 698.769531 Iteration 54Q: 3 clusters Score -1873340 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 28263 members Entering Unmasked Estep Score: -1873342.625000 Penalty: 698.769531 Iteration 55Q: 3 clusters Score -1873343 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 28313 members Entering Unmasked Estep Score: -1873341.500000 Penalty: 698.769531 Iteration 56Q: 3 clusters Score -1873342 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 28359 members Entering Unmasked Estep Score: -1873344.875000 Penalty: 698.769531 Iteration 57Q: 3 clusters Score -1873345 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 28411 members Entering Unmasked Estep Score: -1873348.750000 Penalty: 698.769531 Iteration 58Q: 3 clusters Score -1873349 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 28472 members Entering Unmasked Estep Score: -1873354.375000 Penalty: 698.769531 Iteration 59Q: 3 clusters Score -1873354 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -1873356.250000 Penalty: 698.769531 Iteration 60F: 3 clusters Score -1873356 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 28622 members Entering Unmasked Estep Score: -1873364.625000 Penalty: 698.769531 Iteration 61Q: 3 clusters Score -1873365 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 28700 members Entering Unmasked Estep Score: -1873358.500000 Penalty: 698.769531 Iteration 62Q: 3 clusters Score -1873358 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -1873359.625000 Penalty: 698.769531 Iteration 63Q: 3 clusters Score -1873360 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 28815 members Entering Unmasked Estep Score: -1873366.000000 Penalty: 698.769531 Iteration 64Q: 3 clusters Score -1873366 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 28857 members Entering Unmasked Estep Score: -1873372.375000 Penalty: 698.769531 Iteration 65Q: 3 clusters Score -1873372 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 28894 members Entering Unmasked Estep Score: -1873375.625000 Penalty: 698.769531 Iteration 66Q: 3 clusters Score -1873376 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 28929 members Entering Unmasked Estep Score: -1873371.500000 Penalty: 698.769531 Iteration 67Q: 3 clusters Score -1873372 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 28956 members Entering Unmasked Estep Score: -1873372.000000 Penalty: 698.769531 Iteration 68Q: 3 clusters Score -1873372 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 28975 members Entering Unmasked Estep Score: -1873372.875000 Penalty: 698.769531 Iteration 69Q: 3 clusters Score -1873373 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 28998 members Entering Unmasked Estep Score: -1873374.000000 Penalty: 698.769531 Iteration 70Q: 3 clusters Score -1873374 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 29019 members Entering Unmasked Estep Score: -1873375.375000 Penalty: 698.769531 Iteration 71Q: 3 clusters Score -1873375 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 29039 members Entering Unmasked Estep Score: -1873375.125000 Penalty: 698.769531 Iteration 72Q: 3 clusters Score -1873375 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 29054 members Entering Unmasked Estep Score: -1873376.375000 Penalty: 698.769531 Iteration 73Q: 3 clusters Score -1873376 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 29065 members Entering Unmasked Estep Score: -1873379.250000 Penalty: 698.769531 Iteration 74Q: 3 clusters Score -1873379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 29080 members Entering Unmasked Estep Score: -1873378.500000 Penalty: 698.769531 Iteration 75Q: 3 clusters Score -1873378 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 29097 members Entering Unmasked Estep Score: -1873380.375000 Penalty: 698.769531 Iteration 76Q: 3 clusters Score -1873380 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 29119 members Entering Unmasked Estep Score: -1873377.500000 Penalty: 698.769531 Iteration 77Q: 3 clusters Score -1873378 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 29140 members Entering Unmasked Estep Score: -1873379.000000 Penalty: 698.769531 Iteration 78Q: 3 clusters Score -1873379 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 29164 members Entering Unmasked Estep Score: -1873382.000000 Penalty: 698.769531 Iteration 79Q: 3 clusters Score -1873382 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 29191 members Entering Unmasked Estep Score: -1873379.375000 Penalty: 698.769531 Iteration 80F: 3 clusters Score -1873379 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 29217 members Entering Unmasked Estep Score: -1873374.500000 Penalty: 698.769531 Iteration 81Q: 3 clusters Score -1873374 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 29235 members Entering Unmasked Estep Score: -1873378.000000 Penalty: 698.769531 Iteration 82Q: 3 clusters Score -1873378 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 29257 members Entering Unmasked Estep Score: -1873379.875000 Penalty: 698.769531 Iteration 83Q: 3 clusters Score -1873380 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 29267 members Entering Unmasked Estep Score: -1873383.125000 Penalty: 698.769531 Iteration 84Q: 3 clusters Score -1873383 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 29278 members Entering Unmasked Estep Score: -1873385.750000 Penalty: 698.769531 Iteration 85Q: 3 clusters Score -1873386 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 29294 members Entering Unmasked Estep Score: -1873386.125000 Penalty: 698.769531 Iteration 86Q: 3 clusters Score -1873386 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 29310 members Entering Unmasked Estep Score: -1873385.250000 Penalty: 698.769531 Iteration 87Q: 3 clusters Score -1873385 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 29322 members Entering Unmasked Estep Score: -1873382.625000 Penalty: 698.769531 Iteration 88Q: 3 clusters Score -1873383 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 29334 members Entering Unmasked Estep Score: -1873381.375000 Penalty: 698.769531 Iteration 89Q: 3 clusters Score -1873381 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 29347 members Entering Unmasked Estep Score: -1873379.500000 Penalty: 698.769531 Iteration 90Q: 3 clusters Score -1873380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 29358 members Entering Unmasked Estep Score: -1873377.875000 Penalty: 698.769531 Iteration 91Q: 3 clusters Score -1873378 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 29370 members Entering Unmasked Estep Score: -1873375.625000 Penalty: 698.769531 Iteration 92Q: 3 clusters Score -1873376 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Mstep: Class 2 contains 29385 members Entering Unmasked Estep Score: -1873375.375000 Penalty: 698.769531 Iteration 93Q: 3 clusters Score -1873375 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 29406 members Entering Unmasked Estep Score: -1873377.375000 Penalty: 698.769531 Iteration 94Q: 3 clusters Score -1873377 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 29424 members Entering Unmasked Estep Score: -1873377.625000 Penalty: 698.769531 Iteration 95Q: 3 clusters Score -1873378 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 29444 members Entering Unmasked Estep Score: -1873376.500000 Penalty: 698.769531 Iteration 96Q: 3 clusters Score -1873376 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 29469 members Entering Unmasked Estep Score: -1873378.500000 Penalty: 698.769531 Iteration 97Q: 3 clusters Score -1873378 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 29489 members Entering Unmasked Estep Score: -1873381.500000 Penalty: 698.769531 Iteration 98Q: 3 clusters Score -1873382 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 29507 members Entering Unmasked Estep Score: -1873381.375000 Penalty: 698.769531 Iteration 99Q: 3 clusters Score -1873381 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 29532 members Entering Unmasked Estep Score: -1873386.250000 Penalty: 698.769531 Iteration 100F: 3 clusters Score -1873386 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 29554 members Entering Unmasked Estep Score: -1873387.250000 Penalty: 698.769531 Iteration 101Q: 3 clusters Score -1873387 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 29584 members Entering Unmasked Estep Score: -1873395.125000 Penalty: 698.769531 Iteration 102Q: 3 clusters Score -1873395 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 29620 members Entering Unmasked Estep Score: -1873395.500000 Penalty: 698.769531 Iteration 103Q: 3 clusters Score -1873396 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 29652 members Entering Unmasked Estep Score: -1873396.375000 Penalty: 698.769531 Iteration 104Q: 3 clusters Score -1873396 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 29677 members Entering Unmasked Estep Score: -1873397.000000 Penalty: 698.769531 Iteration 105Q: 3 clusters Score -1873397 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 29697 members Entering Unmasked Estep Score: -1873400.250000 Penalty: 698.769531 Iteration 106Q: 3 clusters Score -1873400 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 29723 members Entering Unmasked Estep Score: -1873398.500000 Penalty: 698.769531 Iteration 107Q: 3 clusters Score -1873398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 29741 members Entering Unmasked Estep Score: -1873397.125000 Penalty: 698.769531 Iteration 108Q: 3 clusters Score -1873397 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9879 members Mstep: Class 2 contains 29754 members Entering Unmasked Estep Score: -1873396.000000 Penalty: 698.769531 Iteration 109Q: 3 clusters Score -1873396 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 29768 members Entering Unmasked Estep Score: -1873397.000000 Penalty: 698.769531 Iteration 110Q: 3 clusters Score -1873397 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 29779 members Entering Unmasked Estep Score: -1873398.375000 Penalty: 698.769531 Iteration 111Q: 3 clusters Score -1873398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 29790 members Entering Unmasked Estep Score: -1873398.625000 Penalty: 698.769531 Iteration 112Q: 3 clusters Score -1873399 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 29805 members Entering Unmasked Estep Score: -1873399.375000 Penalty: 698.769531 Iteration 113Q: 3 clusters Score -1873399 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -1873398.750000 Penalty: 698.769531 Iteration 114Q: 3 clusters Score -1873399 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 29833 members Entering Unmasked Estep Score: -1873403.250000 Penalty: 698.769531 Iteration 115Q: 3 clusters Score -1873403 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -1873402.625000 Penalty: 698.769531 Iteration 116Q: 3 clusters Score -1873403 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 29858 members Entering Unmasked Estep Score: -1873400.625000 Penalty: 698.769531 Iteration 117Q: 3 clusters Score -1873401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 29876 members Entering Unmasked Estep Score: -1873398.375000 Penalty: 698.769531 Iteration 118Q: 3 clusters Score -1873398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 29896 members Entering Unmasked Estep Score: -1873400.750000 Penalty: 698.769531 Iteration 119Q: 3 clusters Score -1873401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 29914 members Entering Unmasked Estep Score: -1873399.750000 Penalty: 698.769531 Iteration 120F: 3 clusters Score -1873400 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 29935 members Entering Unmasked Estep Score: -1873396.875000 Penalty: 698.769531 Iteration 121Q: 3 clusters Score -1873397 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 29954 members Entering Unmasked Estep Score: -1873397.250000 Penalty: 698.769531 Iteration 122Q: 3 clusters Score -1873397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 29969 members Entering Unmasked Estep Score: -1873393.625000 Penalty: 698.769531 Iteration 123Q: 3 clusters Score -1873394 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 29990 members Entering Unmasked Estep Score: -1873397.250000 Penalty: 698.769531 Iteration 124Q: 3 clusters Score -1873397 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 30012 members Entering Unmasked Estep Score: -1873397.375000 Penalty: 698.769531 Iteration 125Q: 3 clusters Score -1873397 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 30030 members Entering Unmasked Estep Score: -1873397.875000 Penalty: 698.769531 Iteration 126Q: 3 clusters Score -1873398 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 30045 members Entering Unmasked Estep Score: -1873392.750000 Penalty: 698.769531 Iteration 127Q: 3 clusters Score -1873393 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 30065 members Entering Unmasked Estep Score: -1873394.750000 Penalty: 698.769531 Iteration 128Q: 3 clusters Score -1873395 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 30082 members Entering Unmasked Estep Score: -1873397.750000 Penalty: 698.769531 Iteration 129Q: 3 clusters Score -1873398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 30101 members Entering Unmasked Estep Score: -1873401.000000 Penalty: 698.769531 Iteration 130Q: 3 clusters Score -1873401 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 30126 members Entering Unmasked Estep Score: -1873403.250000 Penalty: 698.769531 Iteration 131Q: 3 clusters Score -1873403 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 30152 members Entering Unmasked Estep Score: -1873399.500000 Penalty: 698.769531 Iteration 132Q: 3 clusters Score -1873400 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 30171 members Entering Unmasked Estep Score: -1873404.625000 Penalty: 698.769531 Iteration 133Q: 3 clusters Score -1873405 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 30197 members Entering Unmasked Estep Score: -1873406.500000 Penalty: 698.769531 Iteration 134Q: 3 clusters Score -1873406 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 30221 members Entering Unmasked Estep Score: -1873399.875000 Penalty: 698.769531 Iteration 135Q: 3 clusters Score -1873400 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 30249 members Entering Unmasked Estep Score: -1873405.000000 Penalty: 698.769531 Iteration 136Q: 3 clusters Score -1873405 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 30282 members Entering Unmasked Estep Score: -1873407.500000 Penalty: 698.769531 Iteration 137Q: 3 clusters Score -1873408 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 30326 members Entering Unmasked Estep Score: -1873410.500000 Penalty: 698.769531 Iteration 138Q: 3 clusters Score -1873410 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 30371 members Entering Unmasked Estep Score: -1873406.875000 Penalty: 698.769531 Iteration 139Q: 3 clusters Score -1873407 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 30415 members Entering Unmasked Estep Score: -1873406.375000 Penalty: 698.769531 Iteration 140F: 3 clusters Score -1873406 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 30464 members Entering Unmasked Estep Score: -1873408.500000 Penalty: 698.769531 Iteration 141Q: 3 clusters Score -1873408 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 30523 members Entering Unmasked Estep Score: -1873418.000000 Penalty: 698.769531 Iteration 142Q: 3 clusters Score -1873418 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 30577 members Entering Unmasked Estep Score: -1873419.250000 Penalty: 698.769531 Iteration 143Q: 3 clusters Score -1873419 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 30637 members Entering Unmasked Estep Score: -1873419.250000 Penalty: 698.769531 Iteration 144Q: 3 clusters Score -1873419 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 30699 members Entering Unmasked Estep Score: -1873429.750000 Penalty: 698.769531 Iteration 145Q: 3 clusters Score -1873430 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 30764 members Entering Unmasked Estep Score: -1873429.250000 Penalty: 698.769531 Iteration 146Q: 3 clusters Score -1873429 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 30826 members Entering Unmasked Estep Score: -1873434.500000 Penalty: 698.769531 Iteration 147Q: 3 clusters Score -1873434 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 30897 members Entering Unmasked Estep Score: -1873442.875000 Penalty: 698.769531 Iteration 148Q: 3 clusters Score -1873443 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 30974 members Entering Unmasked Estep Score: -1873451.250000 Penalty: 698.769531 Iteration 149Q: 3 clusters Score -1873451 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 31056 members Entering Unmasked Estep Score: -1873463.375000 Penalty: 698.769531 Iteration 150Q: 3 clusters Score -1873463 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 31161 members Entering Unmasked Estep Score: -1873475.125000 Penalty: 698.769531 Iteration 151Q: 3 clusters Score -1873475 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 31272 members Entering Unmasked Estep Score: -1873489.875000 Penalty: 698.769531 Iteration 152Q: 3 clusters Score -1873490 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 31401 members Entering Unmasked Estep Score: -1873516.375000 Penalty: 698.769531 Iteration 153Q: 3 clusters Score -1873516 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 31537 members Entering Unmasked Estep Score: -1873546.125000 Penalty: 698.769531 Iteration 154Q: 3 clusters Score -1873546 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 31686 members Entering Unmasked Estep Score: -1873577.125000 Penalty: 698.769531 Iteration 155Q: 3 clusters Score -1873577 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 31870 members Entering Unmasked Estep Score: -1873625.250000 Penalty: 698.769531 Iteration 156Q: 3 clusters Score -1873625 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 32080 members Entering Unmasked Estep Score: -1873686.375000 Penalty: 698.769531 Iteration 157Q: 3 clusters Score -1873686 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 32319 members Entering Unmasked Estep Score: -1873774.875000 Penalty: 698.769531 Iteration 158Q: 3 clusters Score -1873775 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 32610 members Entering Unmasked Estep Score: -1873929.625000 Penalty: 698.769531 Iteration 159Q: 3 clusters Score -1873930 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 32906 members Entering Unmasked Estep Score: -1874129.625000 Penalty: 698.769531 Iteration 160F: 3 clusters Score -1874130 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 33254 members Entering Unmasked Estep Score: -1874457.500000 Penalty: 698.769531 Iteration 161Q: 3 clusters Score -1874458 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 33670 members Entering Unmasked Estep Score: -1874960.750000 Penalty: 698.769531 Iteration 162Q: 3 clusters Score -1874961 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 34078 members Entering Unmasked Estep Score: -1875600.375000 Penalty: 698.769531 Iteration 163Q: 3 clusters Score -1875600 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 34461 members Entering Unmasked Estep Score: -1876384.750000 Penalty: 698.769531 Iteration 164Q: 3 clusters Score -1876385 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 34613 members Entering Unmasked Estep Score: -1876593.250000 Penalty: 698.769531 Iteration 165Q: 3 clusters Score -1876593 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 34611 members Entering Unmasked Estep Score: -1876594.750000 Penalty: 698.769531 Iteration 166Q: 3 clusters Score -1876595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 34610 members Entering Unmasked Estep Score: -1876595.875000 Penalty: 698.769531 Iteration 167Q: 3 clusters Score -1876596 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 34610 members Entering Unmasked Estep Score: -1876595.875000 Penalty: 698.769531 Iteration 168F: 3 clusters Score -1876596 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 2845 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Entering Unmasked Estep Score: -18614400.000000 Penalty: 30023.232422 Splitting cluster 30 changes total score from -18595816.000000 to -18614400.000000 So it's getting split into cluster 70. Entering ConstructFrom: Trying to split cluster 31 (2845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Entering Unmasked Estep Score: -114187.593750 Penalty: 262.459503 Iteration 0F: 2 clusters Score -114187.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -112270.351562 Penalty: 524.919006 Iteration 0F: 3 clusters Score -112270.4 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -113443.171875 Penalty: 524.919006 Iteration 1F: 3 clusters Score -113443.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -113908.554688 Penalty: 524.919006 Iteration 2F: 3 clusters Score -113908.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -114170.570312 Penalty: 524.919006 Iteration 3F: 3 clusters Score -114170.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -114292.671875 Penalty: 524.919006 Iteration 4F: 3 clusters Score -114292.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -114352.562500 Penalty: 524.919006 Iteration 5Q: 3 clusters Score -114352.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -114402.320312 Penalty: 524.919006 Iteration 6Q: 3 clusters Score -114402.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -114426.523438 Penalty: 524.919006 Iteration 7Q: 3 clusters Score -114426.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -114442.242188 Penalty: 524.919006 Iteration 8Q: 3 clusters Score -114442.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -114447.890625 Penalty: 524.919006 Iteration 9Q: 3 clusters Score -114447.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -114454.750000 Penalty: 524.919006 Iteration 10Q: 3 clusters Score -114454.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -114457.773438 Penalty: 524.919006 Iteration 11Q: 3 clusters Score -114457.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -114459.710938 Penalty: 524.919006 Iteration 12Q: 3 clusters Score -114459.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -114460.375000 Penalty: 524.919006 Iteration 13Q: 3 clusters Score -114460.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -114461.203125 Penalty: 524.919006 Iteration 14Q: 3 clusters Score -114461.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -114461.125000 Penalty: 524.919006 Iteration 15Q: 3 clusters Score -114461.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -114461.125000 Penalty: 524.919006 Iteration 16F: 3 clusters Score -114461.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 1922 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Entering Unmasked Estep Score: -18614510.000000 Penalty: 30452.136719 Splitting cluster 31 changes total score from -18595816.000000 to -18614510.000000 So it's getting split into cluster 71. Entering ConstructFrom: Trying to split cluster 32 (11773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Entering Unmasked Estep Score: -529718.250000 Penalty: 309.327606 Iteration 0F: 2 clusters Score -529718.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -521889.468750 Penalty: 618.655212 Iteration 0F: 3 clusters Score -521889.5 nChanged 5573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -525163.375000 Penalty: 618.655212 Iteration 1F: 3 clusters Score -525163.4 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -525460.562500 Penalty: 618.655212 Iteration 2F: 3 clusters Score -525460.6 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -525856.937500 Penalty: 618.655212 Iteration 3F: 3 clusters Score -525856.9 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -526362.750000 Penalty: 618.655212 Iteration 4F: 3 clusters Score -526362.8 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -527006.125000 Penalty: 618.655212 Iteration 5F: 3 clusters Score -527006.1 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -527645.062500 Penalty: 618.655212 Iteration 6F: 3 clusters Score -527645.1 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -528081.312500 Penalty: 618.655212 Iteration 7F: 3 clusters Score -528081.3 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -528313.687500 Penalty: 618.655212 Iteration 8Q: 3 clusters Score -528313.7 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -528452.062500 Penalty: 618.655212 Iteration 9Q: 3 clusters Score -528452.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -528556.875000 Penalty: 618.655212 Iteration 10Q: 3 clusters Score -528556.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -528627.687500 Penalty: 618.655212 Iteration 11Q: 3 clusters Score -528627.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -528692.875000 Penalty: 618.655212 Iteration 12Q: 3 clusters Score -528692.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -528750.500000 Penalty: 618.655212 Iteration 13Q: 3 clusters Score -528750.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -528807.062500 Penalty: 618.655212 Iteration 14Q: 3 clusters Score -528807.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -528864.687500 Penalty: 618.655212 Iteration 15Q: 3 clusters Score -528864.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -528926.937500 Penalty: 618.655212 Iteration 16Q: 3 clusters Score -528926.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -528989.000000 Penalty: 618.655212 Iteration 17Q: 3 clusters Score -528989 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -529040.750000 Penalty: 618.655212 Iteration 18Q: 3 clusters Score -529040.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -529089.625000 Penalty: 618.655212 Iteration 19Q: 3 clusters Score -529089.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -529128.187500 Penalty: 618.655212 Iteration 20F: 3 clusters Score -529128.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -529169.062500 Penalty: 618.655212 Iteration 21Q: 3 clusters Score -529169.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -529212.625000 Penalty: 618.655212 Iteration 22Q: 3 clusters Score -529212.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -529249.812500 Penalty: 618.655212 Iteration 23Q: 3 clusters Score -529249.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -529277.000000 Penalty: 618.655212 Iteration 24Q: 3 clusters Score -529277 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -529300.500000 Penalty: 618.655212 Iteration 25Q: 3 clusters Score -529300.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -529319.250000 Penalty: 618.655212 Iteration 26Q: 3 clusters Score -529319.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -529335.375000 Penalty: 618.655212 Iteration 27Q: 3 clusters Score -529335.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -529347.937500 Penalty: 618.655212 Iteration 28Q: 3 clusters Score -529347.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -529361.750000 Penalty: 618.655212 Iteration 29Q: 3 clusters Score -529361.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -529371.375000 Penalty: 618.655212 Iteration 30Q: 3 clusters Score -529371.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -529381.812500 Penalty: 618.655212 Iteration 31Q: 3 clusters Score -529381.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -529389.625000 Penalty: 618.655212 Iteration 32Q: 3 clusters Score -529389.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -529394.437500 Penalty: 618.655212 Iteration 33Q: 3 clusters Score -529394.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -529404.125000 Penalty: 618.655212 Iteration 34Q: 3 clusters Score -529404.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -529411.687500 Penalty: 618.655212 Iteration 35Q: 3 clusters Score -529411.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -529421.062500 Penalty: 618.655212 Iteration 36Q: 3 clusters Score -529421.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -529429.187500 Penalty: 618.655212 Iteration 37Q: 3 clusters Score -529429.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -529440.437500 Penalty: 618.655212 Iteration 38Q: 3 clusters Score -529440.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -529449.500000 Penalty: 618.655212 Iteration 39Q: 3 clusters Score -529449.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -529458.375000 Penalty: 618.655212 Iteration 40F: 3 clusters Score -529458.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -529464.625000 Penalty: 618.655212 Iteration 41Q: 3 clusters Score -529464.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -529471.062500 Penalty: 618.655212 Iteration 42Q: 3 clusters Score -529471.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -529476.250000 Penalty: 618.655212 Iteration 43Q: 3 clusters Score -529476.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -529479.500000 Penalty: 618.655212 Iteration 44Q: 3 clusters Score -529479.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -529482.312500 Penalty: 618.655212 Iteration 45Q: 3 clusters Score -529482.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -529482.562500 Penalty: 618.655212 Iteration 46Q: 3 clusters Score -529482.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -529483.562500 Penalty: 618.655212 Iteration 47Q: 3 clusters Score -529483.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -529483.375000 Penalty: 618.655212 Iteration 48Q: 3 clusters Score -529483.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11353 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -529484.375000 Penalty: 618.655212 Iteration 49Q: 3 clusters Score -529484.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -529483.937500 Penalty: 618.655212 Iteration 50Q: 3 clusters Score -529483.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -529485.875000 Penalty: 618.655212 Iteration 51Q: 3 clusters Score -529485.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -529486.500000 Penalty: 618.655212 Iteration 52Q: 3 clusters Score -529486.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -529488.000000 Penalty: 618.655212 Iteration 53Q: 3 clusters Score -529488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -529488.562500 Penalty: 618.655212 Iteration 54Q: 3 clusters Score -529488.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11390 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -529488.625000 Penalty: 618.655212 Iteration 55Q: 3 clusters Score -529488.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -529489.375000 Penalty: 618.655212 Iteration 56Q: 3 clusters Score -529489.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -529490.125000 Penalty: 618.655212 Iteration 57Q: 3 clusters Score -529490.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -529492.312500 Penalty: 618.655212 Iteration 58Q: 3 clusters Score -529492.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -529494.375000 Penalty: 618.655212 Iteration 59Q: 3 clusters Score -529494.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -529495.750000 Penalty: 618.655212 Iteration 60F: 3 clusters Score -529495.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11417 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -529496.875000 Penalty: 618.655212 Iteration 61Q: 3 clusters Score -529496.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -529497.000000 Penalty: 618.655212 Iteration 62Q: 3 clusters Score -529497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -529496.937500 Penalty: 618.655212 Iteration 63Q: 3 clusters Score -529496.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -529498.250000 Penalty: 618.655212 Iteration 64Q: 3 clusters Score -529498.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -529497.750000 Penalty: 618.655212 Iteration 65Q: 3 clusters Score -529497.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -529497.750000 Penalty: 618.655212 Iteration 66F: 3 clusters Score -529497.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (15696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15696 members Entering Unmasked Estep Score: -674745.000000 Penalty: 318.818329 Iteration 0F: 2 clusters Score -674745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -664228.937500 Penalty: 637.636658 Iteration 0F: 3 clusters Score -664228.9 nChanged 7529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -668659.250000 Penalty: 637.636658 Iteration 1F: 3 clusters Score -668659.2 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -669012.062500 Penalty: 637.636658 Iteration 2F: 3 clusters Score -669012.1 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -669484.812500 Penalty: 637.636658 Iteration 3F: 3 clusters Score -669484.8 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -670101.625000 Penalty: 637.636658 Iteration 4F: 3 clusters Score -670101.6 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 9579 members Entering Unmasked Estep Score: -670851.437500 Penalty: 637.636658 Iteration 5F: 3 clusters Score -670851.4 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -671647.437500 Penalty: 637.636658 Iteration 6F: 3 clusters Score -671647.4 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -672244.687500 Penalty: 637.636658 Iteration 7F: 3 clusters Score -672244.7 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -672528.312500 Penalty: 637.636658 Iteration 8Q: 3 clusters Score -672528.3 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -672680.375000 Penalty: 637.636658 Iteration 9Q: 3 clusters Score -672680.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -672784.000000 Penalty: 637.636658 Iteration 10Q: 3 clusters Score -672784 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -672891.437500 Penalty: 637.636658 Iteration 11Q: 3 clusters Score -672891.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -673011.562500 Penalty: 637.636658 Iteration 12Q: 3 clusters Score -673011.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 12116 members Entering Unmasked Estep Score: -673126.750000 Penalty: 637.636658 Iteration 13Q: 3 clusters Score -673126.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -673234.250000 Penalty: 637.636658 Iteration 14Q: 3 clusters Score -673234.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -673353.625000 Penalty: 637.636658 Iteration 15Q: 3 clusters Score -673353.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -673482.687500 Penalty: 637.636658 Iteration 16Q: 3 clusters Score -673482.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 13152 members Entering Unmasked Estep Score: -673612.187500 Penalty: 637.636658 Iteration 17Q: 3 clusters Score -673612.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -673745.000000 Penalty: 637.636658 Iteration 18Q: 3 clusters Score -673745 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -673876.437500 Penalty: 637.636658 Iteration 19Q: 3 clusters Score -673876.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -673995.000000 Penalty: 637.636658 Iteration 20F: 3 clusters Score -673995 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -674110.937500 Penalty: 637.636658 Iteration 21Q: 3 clusters Score -674110.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 14213 members Entering Unmasked Estep Score: -674200.125000 Penalty: 637.636658 Iteration 22Q: 3 clusters Score -674200.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 14361 members Entering Unmasked Estep Score: -674281.375000 Penalty: 637.636658 Iteration 23Q: 3 clusters Score -674281.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -674356.062500 Penalty: 637.636658 Iteration 24Q: 3 clusters Score -674356.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -674426.437500 Penalty: 637.636658 Iteration 25Q: 3 clusters Score -674426.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -674477.437500 Penalty: 637.636658 Iteration 26Q: 3 clusters Score -674477.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 14760 members Entering Unmasked Estep Score: -674517.187500 Penalty: 637.636658 Iteration 27Q: 3 clusters Score -674517.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 14817 members Entering Unmasked Estep Score: -674540.562500 Penalty: 637.636658 Iteration 28Q: 3 clusters Score -674540.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -674557.250000 Penalty: 637.636658 Iteration 29Q: 3 clusters Score -674557.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -674568.312500 Penalty: 637.636658 Iteration 30Q: 3 clusters Score -674568.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -674575.500000 Penalty: 637.636658 Iteration 31Q: 3 clusters Score -674575.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -674584.875000 Penalty: 637.636658 Iteration 32Q: 3 clusters Score -674584.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -674593.625000 Penalty: 637.636658 Iteration 33Q: 3 clusters Score -674593.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -674597.062500 Penalty: 637.636658 Iteration 34Q: 3 clusters Score -674597.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -674605.937500 Penalty: 637.636658 Iteration 35Q: 3 clusters Score -674605.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -674612.000000 Penalty: 637.636658 Iteration 36Q: 3 clusters Score -674612 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -674619.125000 Penalty: 637.636658 Iteration 37Q: 3 clusters Score -674619.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -674621.125000 Penalty: 637.636658 Iteration 38Q: 3 clusters Score -674621.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -674624.125000 Penalty: 637.636658 Iteration 39Q: 3 clusters Score -674624.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -674626.062500 Penalty: 637.636658 Iteration 40F: 3 clusters Score -674626.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -674627.375000 Penalty: 637.636658 Iteration 41Q: 3 clusters Score -674627.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -674627.062500 Penalty: 637.636658 Iteration 42Q: 3 clusters Score -674627.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -674625.875000 Penalty: 637.636658 Iteration 43Q: 3 clusters Score -674625.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -674626.750000 Penalty: 637.636658 Iteration 44Q: 3 clusters Score -674626.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -674626.750000 Penalty: 637.636658 Iteration 45F: 3 clusters Score -674626.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Entering Unmasked Estep Score: -82487.242188 Penalty: 249.517014 Iteration 0F: 2 clusters Score -82487.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -81244.828125 Penalty: 499.034027 Iteration 0F: 3 clusters Score -81244.83 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -81830.984375 Penalty: 499.034027 Iteration 1F: 3 clusters Score -81830.98 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -81949.890625 Penalty: 499.034027 Iteration 2F: 3 clusters Score -81949.89 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -82028.734375 Penalty: 499.034027 Iteration 3F: 3 clusters Score -82028.73 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -82086.351562 Penalty: 499.034027 Iteration 4Q: 3 clusters Score -82086.35 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -82132.773438 Penalty: 499.034027 Iteration 5Q: 3 clusters Score -82132.77 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -82165.023438 Penalty: 499.034027 Iteration 6Q: 3 clusters Score -82165.02 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -82173.539062 Penalty: 499.034027 Iteration 7Q: 3 clusters Score -82173.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -82176.851562 Penalty: 499.034027 Iteration 8Q: 3 clusters Score -82176.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -82180.648438 Penalty: 499.034027 Iteration 9Q: 3 clusters Score -82180.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -82183.132812 Penalty: 499.034027 Iteration 10Q: 3 clusters Score -82183.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -82186.695312 Penalty: 499.034027 Iteration 11Q: 3 clusters Score -82186.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -82190.828125 Penalty: 499.034027 Iteration 12Q: 3 clusters Score -82190.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -82197.523438 Penalty: 499.034027 Iteration 13Q: 3 clusters Score -82197.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -82207.320312 Penalty: 499.034027 Iteration 14Q: 3 clusters Score -82207.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -82223.007812 Penalty: 499.034027 Iteration 15Q: 3 clusters Score -82223.01 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -82247.382812 Penalty: 499.034027 Iteration 16Q: 3 clusters Score -82247.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -82265.804688 Penalty: 499.034027 Iteration 17Q: 3 clusters Score -82265.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -82280.070312 Penalty: 499.034027 Iteration 18Q: 3 clusters Score -82280.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -82288.890625 Penalty: 499.034027 Iteration 19Q: 3 clusters Score -82288.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -82295.820312 Penalty: 499.034027 Iteration 20F: 3 clusters Score -82295.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -82304.710938 Penalty: 499.034027 Iteration 21Q: 3 clusters Score -82304.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -82311.414062 Penalty: 499.034027 Iteration 22Q: 3 clusters Score -82311.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -82319.054688 Penalty: 499.034027 Iteration 23Q: 3 clusters Score -82319.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -82328.789062 Penalty: 499.034027 Iteration 24Q: 3 clusters Score -82328.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -82337.007812 Penalty: 499.034027 Iteration 25Q: 3 clusters Score -82337.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -82345.539062 Penalty: 499.034027 Iteration 26Q: 3 clusters Score -82345.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -82360.859375 Penalty: 499.034027 Iteration 27Q: 3 clusters Score -82360.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -82377.648438 Penalty: 499.034027 Iteration 28Q: 3 clusters Score -82377.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -82402.312500 Penalty: 499.034027 Iteration 29Q: 3 clusters Score -82402.31 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -82422.218750 Penalty: 499.034027 Iteration 30Q: 3 clusters Score -82422.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -82432.968750 Penalty: 499.034027 Iteration 31Q: 3 clusters Score -82432.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -82443.789062 Penalty: 499.034027 Iteration 32Q: 3 clusters Score -82443.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -82452.492188 Penalty: 499.034027 Iteration 33Q: 3 clusters Score -82452.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -82466.460938 Penalty: 499.034027 Iteration 34Q: 3 clusters Score -82466.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -82485.492188 Penalty: 499.034027 Iteration 35Q: 3 clusters Score -82485.49 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -82498.882812 Penalty: 499.034027 Iteration 36Q: 3 clusters Score -82498.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -82510.140625 Penalty: 499.034027 Iteration 37Q: 3 clusters Score -82510.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -82519.312500 Penalty: 499.034027 Iteration 38Q: 3 clusters Score -82519.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -82524.171875 Penalty: 499.034027 Iteration 39Q: 3 clusters Score -82524.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -82527.062500 Penalty: 499.034027 Iteration 40F: 3 clusters Score -82527.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -82530.750000 Penalty: 499.034027 Iteration 41Q: 3 clusters Score -82530.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -82531.898438 Penalty: 499.034027 Iteration 42Q: 3 clusters Score -82531.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -82532.828125 Penalty: 499.034027 Iteration 43Q: 3 clusters Score -82532.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -82533.812500 Penalty: 499.034027 Iteration 44Q: 3 clusters Score -82533.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -82535.046875 Penalty: 499.034027 Iteration 45Q: 3 clusters Score -82535.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -82537.203125 Penalty: 499.034027 Iteration 46Q: 3 clusters Score -82537.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -82538.867188 Penalty: 499.034027 Iteration 47Q: 3 clusters Score -82538.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -82540.257812 Penalty: 499.034027 Iteration 48Q: 3 clusters Score -82540.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -82540.601562 Penalty: 499.034027 Iteration 49Q: 3 clusters Score -82540.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -82540.804688 Penalty: 499.034027 Iteration 50Q: 3 clusters Score -82540.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -82540.718750 Penalty: 499.034027 Iteration 51Q: 3 clusters Score -82540.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -82540.718750 Penalty: 499.034027 Iteration 52F: 3 clusters Score -82540.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 379 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Entering Unmasked Estep Score: -18614400.000000 Penalty: 30881.039062 Splitting cluster 34 changes total score from -18595816.000000 to -18614400.000000 So it's getting split into cluster 72. Entering ConstructFrom: Trying to split cluster 35 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -9859.381836 Penalty: 195.938690 Iteration 0F: 2 clusters Score -9859.382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9525.854492 Penalty: 391.877380 Iteration 0F: 3 clusters Score -9525.854 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9809.964844 Penalty: 391.877380 Iteration 1F: 3 clusters Score -9809.965 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -9908.790039 Penalty: 391.877380 Iteration 2F: 3 clusters Score -9908.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9939.651367 Penalty: 391.877380 Iteration 3F: 3 clusters Score -9939.651 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9946.965820 Penalty: 391.877380 Iteration 4Q: 3 clusters Score -9946.966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9950.889648 Penalty: 391.877380 Iteration 5Q: 3 clusters Score -9950.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9951.551758 Penalty: 391.877380 Iteration 6Q: 3 clusters Score -9951.552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9952.075195 Penalty: 391.877380 Iteration 7Q: 3 clusters Score -9952.075 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9958.565430 Penalty: 391.877380 Iteration 8Q: 3 clusters Score -9958.565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9972.442383 Penalty: 391.877380 Iteration 9Q: 3 clusters Score -9972.442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9975.540039 Penalty: 391.877380 Iteration 10Q: 3 clusters Score -9975.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9979.042969 Penalty: 391.877380 Iteration 11Q: 3 clusters Score -9979.043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9981.902344 Penalty: 391.877380 Iteration 12Q: 3 clusters Score -9981.902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9985.055664 Penalty: 391.877380 Iteration 13Q: 3 clusters Score -9985.056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9985.055664 Penalty: 391.877380 Iteration 14F: 3 clusters Score -9985.056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 1926 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Entering Unmasked Estep Score: -18614288.000000 Penalty: 31309.941406 Splitting cluster 35 changes total score from -18595816.000000 to -18614288.000000 So it's getting split into cluster 73. Entering ConstructFrom: Trying to split cluster 36 (4770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Entering Unmasked Estep Score: -220093.281250 Penalty: 279.513336 Iteration 0F: 2 clusters Score -220093.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -216879.046875 Penalty: 559.026672 Iteration 0F: 3 clusters Score -216879 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -218262.203125 Penalty: 559.026672 Iteration 1F: 3 clusters Score -218262.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -218529.968750 Penalty: 559.026672 Iteration 2F: 3 clusters Score -218530 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -218793.718750 Penalty: 559.026672 Iteration 3F: 3 clusters Score -218793.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -218988.031250 Penalty: 559.026672 Iteration 4F: 3 clusters Score -218988 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -219146.281250 Penalty: 559.026672 Iteration 5F: 3 clusters Score -219146.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -219298.031250 Penalty: 559.026672 Iteration 6Q: 3 clusters Score -219298 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -219468.734375 Penalty: 559.026672 Iteration 7Q: 3 clusters Score -219468.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -219575.468750 Penalty: 559.026672 Iteration 8Q: 3 clusters Score -219575.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -219637.781250 Penalty: 559.026672 Iteration 9Q: 3 clusters Score -219637.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -219696.390625 Penalty: 559.026672 Iteration 10Q: 3 clusters Score -219696.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -219750.562500 Penalty: 559.026672 Iteration 11Q: 3 clusters Score -219750.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -219821.921875 Penalty: 559.026672 Iteration 12Q: 3 clusters Score -219821.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -219874.046875 Penalty: 559.026672 Iteration 13Q: 3 clusters Score -219874 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -219907.234375 Penalty: 559.026672 Iteration 14Q: 3 clusters Score -219907.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -219933.640625 Penalty: 559.026672 Iteration 15Q: 3 clusters Score -219933.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -219949.937500 Penalty: 559.026672 Iteration 16Q: 3 clusters Score -219949.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -219963.578125 Penalty: 559.026672 Iteration 17Q: 3 clusters Score -219963.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -219979.296875 Penalty: 559.026672 Iteration 18Q: 3 clusters Score -219979.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -219990.734375 Penalty: 559.026672 Iteration 19Q: 3 clusters Score -219990.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -219999.984375 Penalty: 559.026672 Iteration 20F: 3 clusters Score -220000 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -220007.765625 Penalty: 559.026672 Iteration 21Q: 3 clusters Score -220007.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -220017.093750 Penalty: 559.026672 Iteration 22Q: 3 clusters Score -220017.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -220024.687500 Penalty: 559.026672 Iteration 23Q: 3 clusters Score -220024.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -220029.468750 Penalty: 559.026672 Iteration 24Q: 3 clusters Score -220029.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -220032.156250 Penalty: 559.026672 Iteration 25Q: 3 clusters Score -220032.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -220035.656250 Penalty: 559.026672 Iteration 26Q: 3 clusters Score -220035.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -220036.828125 Penalty: 559.026672 Iteration 27Q: 3 clusters Score -220036.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -220037.546875 Penalty: 559.026672 Iteration 28Q: 3 clusters Score -220037.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -220038.984375 Penalty: 559.026672 Iteration 29Q: 3 clusters Score -220039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -220039.812500 Penalty: 559.026672 Iteration 30Q: 3 clusters Score -220039.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -220043.187500 Penalty: 559.026672 Iteration 31Q: 3 clusters Score -220043.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -220045.218750 Penalty: 559.026672 Iteration 32Q: 3 clusters Score -220045.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -220047.296875 Penalty: 559.026672 Iteration 33Q: 3 clusters Score -220047.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -220047.546875 Penalty: 559.026672 Iteration 34Q: 3 clusters Score -220047.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -220047.546875 Penalty: 559.026672 Iteration 35F: 3 clusters Score -220047.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -78716.523438 Penalty: 249.585617 Iteration 0F: 2 clusters Score -78716.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -77402.640625 Penalty: 499.171234 Iteration 0F: 3 clusters Score -77402.64 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -77934.171875 Penalty: 499.171234 Iteration 1F: 3 clusters Score -77934.17 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -78103.812500 Penalty: 499.171234 Iteration 2F: 3 clusters Score -78103.81 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -78246.906250 Penalty: 499.171234 Iteration 3F: 3 clusters Score -78246.91 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -78348.062500 Penalty: 499.171234 Iteration 4F: 3 clusters Score -78348.06 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -78415.164062 Penalty: 499.171234 Iteration 5F: 3 clusters Score -78415.16 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -78465.328125 Penalty: 499.171234 Iteration 6Q: 3 clusters Score -78465.33 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -78510.492188 Penalty: 499.171234 Iteration 7Q: 3 clusters Score -78510.49 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -78549.750000 Penalty: 499.171234 Iteration 8Q: 3 clusters Score -78549.75 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -78580.507812 Penalty: 499.171234 Iteration 9Q: 3 clusters Score -78580.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -78611.148438 Penalty: 499.171234 Iteration 10Q: 3 clusters Score -78611.15 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -78648.210938 Penalty: 499.171234 Iteration 11Q: 3 clusters Score -78648.21 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -78710.265625 Penalty: 499.171234 Iteration 12Q: 3 clusters Score -78710.27 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -78766.914062 Penalty: 499.171234 Iteration 13Q: 3 clusters Score -78766.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -78789.554688 Penalty: 499.171234 Iteration 14Q: 3 clusters Score -78789.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -78799.773438 Penalty: 499.171234 Iteration 15Q: 3 clusters Score -78799.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -78806.468750 Penalty: 499.171234 Iteration 16Q: 3 clusters Score -78806.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -78818.359375 Penalty: 499.171234 Iteration 17Q: 3 clusters Score -78818.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -78823.781250 Penalty: 499.171234 Iteration 18Q: 3 clusters Score -78823.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -78829.000000 Penalty: 499.171234 Iteration 19Q: 3 clusters Score -78829 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -78831.007812 Penalty: 499.171234 Iteration 20F: 3 clusters Score -78831.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -78833.289062 Penalty: 499.171234 Iteration 21Q: 3 clusters Score -78833.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -78835.429688 Penalty: 499.171234 Iteration 22Q: 3 clusters Score -78835.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -78837.070312 Penalty: 499.171234 Iteration 23Q: 3 clusters Score -78837.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -78838.835938 Penalty: 499.171234 Iteration 24Q: 3 clusters Score -78838.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -78844.515625 Penalty: 499.171234 Iteration 25Q: 3 clusters Score -78844.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -78849.023438 Penalty: 499.171234 Iteration 26Q: 3 clusters Score -78849.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -78851.148438 Penalty: 499.171234 Iteration 27Q: 3 clusters Score -78851.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -78851.703125 Penalty: 499.171234 Iteration 28Q: 3 clusters Score -78851.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -78851.703125 Penalty: 499.171234 Iteration 29F: 3 clusters Score -78851.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 23709 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Entering Unmasked Estep Score: -18614246.000000 Penalty: 31738.845703 Splitting cluster 37 changes total score from -18595816.000000 to -18614246.000000 So it's getting split into cluster 74. Entering ConstructFrom: Trying to split cluster 38 (2212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Entering Unmasked Estep Score: -98443.289062 Penalty: 254.154541 Iteration 0F: 2 clusters Score -98443.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -96927.867188 Penalty: 508.309082 Iteration 0F: 3 clusters Score -96927.87 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -97596.820312 Penalty: 508.309082 Iteration 1F: 3 clusters Score -97596.82 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -97706.429688 Penalty: 508.309082 Iteration 2F: 3 clusters Score -97706.43 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -97818.953125 Penalty: 508.309082 Iteration 3F: 3 clusters Score -97818.95 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -97937.851562 Penalty: 508.309082 Iteration 4F: 3 clusters Score -97937.85 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -98045.335938 Penalty: 508.309082 Iteration 5F: 3 clusters Score -98045.34 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -98121.187500 Penalty: 508.309082 Iteration 6Q: 3 clusters Score -98121.19 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -98162.882812 Penalty: 508.309082 Iteration 7Q: 3 clusters Score -98162.88 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -98205.390625 Penalty: 508.309082 Iteration 8Q: 3 clusters Score -98205.39 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -98227.906250 Penalty: 508.309082 Iteration 9Q: 3 clusters Score -98227.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -98243.539062 Penalty: 508.309082 Iteration 10Q: 3 clusters Score -98243.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -98249.265625 Penalty: 508.309082 Iteration 11Q: 3 clusters Score -98249.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -98253.679688 Penalty: 508.309082 Iteration 12Q: 3 clusters Score -98253.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -98257.390625 Penalty: 508.309082 Iteration 13Q: 3 clusters Score -98257.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -98260.460938 Penalty: 508.309082 Iteration 14Q: 3 clusters Score -98260.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -98265.359375 Penalty: 508.309082 Iteration 15Q: 3 clusters Score -98265.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -98268.398438 Penalty: 508.309082 Iteration 16Q: 3 clusters Score -98268.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -98270.242188 Penalty: 508.309082 Iteration 17Q: 3 clusters Score -98270.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -98270.781250 Penalty: 508.309082 Iteration 18Q: 3 clusters Score -98270.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -98270.843750 Penalty: 508.309082 Iteration 19Q: 3 clusters Score -98270.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -98270.867188 Penalty: 508.309082 Iteration 20F: 3 clusters Score -98270.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -98270.945312 Penalty: 508.309082 Iteration 21Q: 3 clusters Score -98270.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -98270.945312 Penalty: 508.309082 Iteration 22F: 3 clusters Score -98270.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (23709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23709 members Entering Unmasked Estep Score: -1134549.875000 Penalty: 332.429138 Iteration 0F: 2 clusters Score -1134550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -1118547.750000 Penalty: 664.858276 Iteration 0F: 3 clusters Score -1118548 nChanged 11484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -1125921.000000 Penalty: 664.858276 Iteration 1F: 3 clusters Score -1125921 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -1127194.000000 Penalty: 664.858276 Iteration 2F: 3 clusters Score -1127194 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -1129280.875000 Penalty: 664.858276 Iteration 3F: 3 clusters Score -1129281 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -1131823.625000 Penalty: 664.858276 Iteration 4F: 3 clusters Score -1131824 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -1133738.625000 Penalty: 664.858276 Iteration 5F: 3 clusters Score -1133739 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -1134442.000000 Penalty: 664.858276 Iteration 6Q: 3 clusters Score -1134442 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 14709 members Entering Unmasked Estep Score: -1134751.875000 Penalty: 664.858276 Iteration 7Q: 3 clusters Score -1134752 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -1135009.500000 Penalty: 664.858276 Iteration 8Q: 3 clusters Score -1135010 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 15319 members Entering Unmasked Estep Score: -1135216.000000 Penalty: 664.858276 Iteration 9Q: 3 clusters Score -1135216 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 15628 members Entering Unmasked Estep Score: -1135408.625000 Penalty: 664.858276 Iteration 10Q: 3 clusters Score -1135409 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 15925 members Entering Unmasked Estep Score: -1135580.125000 Penalty: 664.858276 Iteration 11Q: 3 clusters Score -1135580 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 16203 members Entering Unmasked Estep Score: -1135726.625000 Penalty: 664.858276 Iteration 12Q: 3 clusters Score -1135727 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 16414 members Entering Unmasked Estep Score: -1135801.500000 Penalty: 664.858276 Iteration 13Q: 3 clusters Score -1135802 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 16573 members Entering Unmasked Estep Score: -1135845.375000 Penalty: 664.858276 Iteration 14Q: 3 clusters Score -1135845 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 16686 members Entering Unmasked Estep Score: -1135869.125000 Penalty: 664.858276 Iteration 15Q: 3 clusters Score -1135869 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 16771 members Entering Unmasked Estep Score: -1135886.125000 Penalty: 664.858276 Iteration 16Q: 3 clusters Score -1135886 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -1135893.000000 Penalty: 664.858276 Iteration 17Q: 3 clusters Score -1135893 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 16895 members Entering Unmasked Estep Score: -1135899.625000 Penalty: 664.858276 Iteration 18Q: 3 clusters Score -1135900 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -1135901.625000 Penalty: 664.858276 Iteration 19Q: 3 clusters Score -1135902 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 16955 members Entering Unmasked Estep Score: -1135909.000000 Penalty: 664.858276 Iteration 20F: 3 clusters Score -1135909 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 16972 members Entering Unmasked Estep Score: -1135908.125000 Penalty: 664.858276 Iteration 21Q: 3 clusters Score -1135908 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 16987 members Entering Unmasked Estep Score: -1135908.375000 Penalty: 664.858276 Iteration 22Q: 3 clusters Score -1135908 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 17001 members Entering Unmasked Estep Score: -1135908.750000 Penalty: 664.858276 Iteration 23Q: 3 clusters Score -1135909 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -1135906.875000 Penalty: 664.858276 Iteration 24Q: 3 clusters Score -1135907 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 17024 members Entering Unmasked Estep Score: -1135906.375000 Penalty: 664.858276 Iteration 25Q: 3 clusters Score -1135906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -1135908.250000 Penalty: 664.858276 Iteration 26Q: 3 clusters Score -1135908 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 17035 members Entering Unmasked Estep Score: -1135906.750000 Penalty: 664.858276 Iteration 27Q: 3 clusters Score -1135907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -1135907.375000 Penalty: 664.858276 Iteration 28Q: 3 clusters Score -1135907 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -1135907.375000 Penalty: 664.858276 Iteration 29Q: 3 clusters Score -1135907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -1135907.125000 Penalty: 664.858276 Iteration 30Q: 3 clusters Score -1135907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 17069 members Entering Unmasked Estep Score: -1135906.000000 Penalty: 664.858276 Iteration 31Q: 3 clusters Score -1135906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 17075 members Entering Unmasked Estep Score: -1135904.750000 Penalty: 664.858276 Iteration 32Q: 3 clusters Score -1135905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -1135905.125000 Penalty: 664.858276 Iteration 33Q: 3 clusters Score -1135905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 17090 members Entering Unmasked Estep Score: -1135905.000000 Penalty: 664.858276 Iteration 34Q: 3 clusters Score -1135905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 17098 members Entering Unmasked Estep Score: -1135905.250000 Penalty: 664.858276 Iteration 35Q: 3 clusters Score -1135905 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 17102 members Entering Unmasked Estep Score: -1135906.250000 Penalty: 664.858276 Iteration 36Q: 3 clusters Score -1135906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -1135905.375000 Penalty: 664.858276 Iteration 37Q: 3 clusters Score -1135905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -1135905.375000 Penalty: 664.858276 Iteration 38F: 3 clusters Score -1135905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 25214 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Entering Unmasked Estep Score: -18615468.000000 Penalty: 32167.750000 Splitting cluster 39 changes total score from -18595816.000000 to -18615468.000000 So it's getting split into cluster 75. Entering ConstructFrom: Trying to split cluster 40 (5392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Entering Unmasked Estep Score: -251504.359375 Penalty: 283.558167 Iteration 0F: 2 clusters Score -251504.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -247939.328125 Penalty: 567.116333 Iteration 0F: 3 clusters Score -247939.3 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -249744.250000 Penalty: 567.116333 Iteration 1F: 3 clusters Score -249744.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -250034.015625 Penalty: 567.116333 Iteration 2F: 3 clusters Score -250034 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -250319.578125 Penalty: 567.116333 Iteration 3F: 3 clusters Score -250319.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -250559.984375 Penalty: 567.116333 Iteration 4F: 3 clusters Score -250560 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -250771.671875 Penalty: 567.116333 Iteration 5Q: 3 clusters Score -250771.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -250901.156250 Penalty: 567.116333 Iteration 6Q: 3 clusters Score -250901.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -251004.984375 Penalty: 567.116333 Iteration 7Q: 3 clusters Score -251005 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -251078.109375 Penalty: 567.116333 Iteration 8Q: 3 clusters Score -251078.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -251136.593750 Penalty: 567.116333 Iteration 9Q: 3 clusters Score -251136.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -251188.468750 Penalty: 567.116333 Iteration 10Q: 3 clusters Score -251188.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -251225.781250 Penalty: 567.116333 Iteration 11Q: 3 clusters Score -251225.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -251249.640625 Penalty: 567.116333 Iteration 12Q: 3 clusters Score -251249.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -251264.953125 Penalty: 567.116333 Iteration 13Q: 3 clusters Score -251265 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -251273.421875 Penalty: 567.116333 Iteration 14Q: 3 clusters Score -251273.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -251284.703125 Penalty: 567.116333 Iteration 15Q: 3 clusters Score -251284.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -251292.140625 Penalty: 567.116333 Iteration 16Q: 3 clusters Score -251292.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -251298.812500 Penalty: 567.116333 Iteration 17Q: 3 clusters Score -251298.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -251306.531250 Penalty: 567.116333 Iteration 18Q: 3 clusters Score -251306.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -251315.625000 Penalty: 567.116333 Iteration 19Q: 3 clusters Score -251315.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -251327.421875 Penalty: 567.116333 Iteration 20F: 3 clusters Score -251327.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -251339.796875 Penalty: 567.116333 Iteration 21Q: 3 clusters Score -251339.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -251355.515625 Penalty: 567.116333 Iteration 22Q: 3 clusters Score -251355.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -251365.062500 Penalty: 567.116333 Iteration 23Q: 3 clusters Score -251365.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -251373.203125 Penalty: 567.116333 Iteration 24Q: 3 clusters Score -251373.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -251382.609375 Penalty: 567.116333 Iteration 25Q: 3 clusters Score -251382.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -251388.578125 Penalty: 567.116333 Iteration 26Q: 3 clusters Score -251388.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -251392.906250 Penalty: 567.116333 Iteration 27Q: 3 clusters Score -251392.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -251398.062500 Penalty: 567.116333 Iteration 28Q: 3 clusters Score -251398.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -251401.687500 Penalty: 567.116333 Iteration 29Q: 3 clusters Score -251401.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -251403.656250 Penalty: 567.116333 Iteration 30Q: 3 clusters Score -251403.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -251406.062500 Penalty: 567.116333 Iteration 31Q: 3 clusters Score -251406.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -251407.734375 Penalty: 567.116333 Iteration 32Q: 3 clusters Score -251407.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -251409.234375 Penalty: 567.116333 Iteration 33Q: 3 clusters Score -251409.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -251409.812500 Penalty: 567.116333 Iteration 34Q: 3 clusters Score -251409.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -251410.640625 Penalty: 567.116333 Iteration 35Q: 3 clusters Score -251410.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -251410.921875 Penalty: 567.116333 Iteration 36Q: 3 clusters Score -251410.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -251411.843750 Penalty: 567.116333 Iteration 37Q: 3 clusters Score -251411.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -251411.656250 Penalty: 567.116333 Iteration 38Q: 3 clusters Score -251411.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -251412.156250 Penalty: 567.116333 Iteration 39Q: 3 clusters Score -251412.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -251411.937500 Penalty: 567.116333 Iteration 40F: 3 clusters Score -251411.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -251412.031250 Penalty: 567.116333 Iteration 41Q: 3 clusters Score -251412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -251412.031250 Penalty: 567.116333 Iteration 42F: 3 clusters Score -251412 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (2532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Entering Unmasked Estep Score: -115775.671875 Penalty: 258.613251 Iteration 0F: 2 clusters Score -115775.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -114042.796875 Penalty: 517.226501 Iteration 0F: 3 clusters Score -114042.8 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -114766.234375 Penalty: 517.226501 Iteration 1F: 3 clusters Score -114766.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -114980.601562 Penalty: 517.226501 Iteration 2F: 3 clusters Score -114980.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -115152.632812 Penalty: 517.226501 Iteration 3F: 3 clusters Score -115152.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -115277.867188 Penalty: 517.226501 Iteration 4F: 3 clusters Score -115277.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -115357.335938 Penalty: 517.226501 Iteration 5Q: 3 clusters Score -115357.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -115412.882812 Penalty: 517.226501 Iteration 6Q: 3 clusters Score -115412.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -115471.203125 Penalty: 517.226501 Iteration 7Q: 3 clusters Score -115471.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -115515.859375 Penalty: 517.226501 Iteration 8Q: 3 clusters Score -115515.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -115532.812500 Penalty: 517.226501 Iteration 9Q: 3 clusters Score -115532.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -115547.375000 Penalty: 517.226501 Iteration 10Q: 3 clusters Score -115547.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -115553.437500 Penalty: 517.226501 Iteration 11Q: 3 clusters Score -115553.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -115555.382812 Penalty: 517.226501 Iteration 12Q: 3 clusters Score -115555.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -115557.023438 Penalty: 517.226501 Iteration 13Q: 3 clusters Score -115557 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -115559.382812 Penalty: 517.226501 Iteration 14Q: 3 clusters Score -115559.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -115562.101562 Penalty: 517.226501 Iteration 15Q: 3 clusters Score -115562.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -115564.078125 Penalty: 517.226501 Iteration 16Q: 3 clusters Score -115564.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -115565.265625 Penalty: 517.226501 Iteration 17Q: 3 clusters Score -115565.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -115567.218750 Penalty: 517.226501 Iteration 18Q: 3 clusters Score -115567.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -115569.421875 Penalty: 517.226501 Iteration 19Q: 3 clusters Score -115569.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -115572.109375 Penalty: 517.226501 Iteration 20F: 3 clusters Score -115572.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -115573.273438 Penalty: 517.226501 Iteration 21Q: 3 clusters Score -115573.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -115573.437500 Penalty: 517.226501 Iteration 22Q: 3 clusters Score -115573.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -115573.609375 Penalty: 517.226501 Iteration 23Q: 3 clusters Score -115573.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -115573.828125 Penalty: 517.226501 Iteration 24Q: 3 clusters Score -115573.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -115573.898438 Penalty: 517.226501 Iteration 25Q: 3 clusters Score -115573.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -115573.898438 Penalty: 517.226501 Iteration 26F: 3 clusters Score -115573.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (25214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25214 members Entering Unmasked Estep Score: -1186211.750000 Penalty: 334.460114 Iteration 0F: 2 clusters Score -1186212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 12723 members Entering Unmasked Estep Score: -1169571.125000 Penalty: 668.920227 Iteration 0F: 3 clusters Score -1169571 nChanged 11997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -1178081.375000 Penalty: 668.920227 Iteration 1F: 3 clusters Score -1178081 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -1180102.375000 Penalty: 668.920227 Iteration 2F: 3 clusters Score -1180102 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -1181863.000000 Penalty: 668.920227 Iteration 3F: 3 clusters Score -1181863 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -1183200.875000 Penalty: 668.920227 Iteration 4F: 3 clusters Score -1183201 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -1184423.875000 Penalty: 668.920227 Iteration 5F: 3 clusters Score -1184424 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 18594 members Entering Unmasked Estep Score: -1185549.625000 Penalty: 668.920227 Iteration 6Q: 3 clusters Score -1185550 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 18577 members Entering Unmasked Estep Score: -1186415.625000 Penalty: 668.920227 Iteration 7Q: 3 clusters Score -1186416 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 18476 members Entering Unmasked Estep Score: -1186952.750000 Penalty: 668.920227 Iteration 8Q: 3 clusters Score -1186953 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -1187363.000000 Penalty: 668.920227 Iteration 9Q: 3 clusters Score -1187363 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 18108 members Entering Unmasked Estep Score: -1187718.375000 Penalty: 668.920227 Iteration 10Q: 3 clusters Score -1187718 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -1187967.500000 Penalty: 668.920227 Iteration 11Q: 3 clusters Score -1187968 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 17799 members Entering Unmasked Estep Score: -1188085.625000 Penalty: 668.920227 Iteration 12Q: 3 clusters Score -1188086 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 17765 members Entering Unmasked Estep Score: -1188126.500000 Penalty: 668.920227 Iteration 13Q: 3 clusters Score -1188126 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -1188142.750000 Penalty: 668.920227 Iteration 14Q: 3 clusters Score -1188143 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -1188152.250000 Penalty: 668.920227 Iteration 15Q: 3 clusters Score -1188152 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 17862 members Entering Unmasked Estep Score: -1188147.375000 Penalty: 668.920227 Iteration 16Q: 3 clusters Score -1188147 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 17902 members Entering Unmasked Estep Score: -1188148.750000 Penalty: 668.920227 Iteration 17Q: 3 clusters Score -1188149 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -1188153.125000 Penalty: 668.920227 Iteration 18Q: 3 clusters Score -1188153 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 17971 members Entering Unmasked Estep Score: -1188154.375000 Penalty: 668.920227 Iteration 19Q: 3 clusters Score -1188154 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -1188156.375000 Penalty: 668.920227 Iteration 20F: 3 clusters Score -1188156 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -1188158.750000 Penalty: 668.920227 Iteration 21Q: 3 clusters Score -1188159 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 18057 members Entering Unmasked Estep Score: -1188163.625000 Penalty: 668.920227 Iteration 22Q: 3 clusters Score -1188164 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 18103 members Entering Unmasked Estep Score: -1188169.250000 Penalty: 668.920227 Iteration 23Q: 3 clusters Score -1188169 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 18163 members Entering Unmasked Estep Score: -1188175.375000 Penalty: 668.920227 Iteration 24Q: 3 clusters Score -1188175 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 18219 members Entering Unmasked Estep Score: -1188180.250000 Penalty: 668.920227 Iteration 25Q: 3 clusters Score -1188180 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 18267 members Entering Unmasked Estep Score: -1188183.500000 Penalty: 668.920227 Iteration 26Q: 3 clusters Score -1188184 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -1188189.375000 Penalty: 668.920227 Iteration 27Q: 3 clusters Score -1188189 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 18358 members Entering Unmasked Estep Score: -1188197.625000 Penalty: 668.920227 Iteration 28Q: 3 clusters Score -1188198 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 18426 members Entering Unmasked Estep Score: -1188211.625000 Penalty: 668.920227 Iteration 29Q: 3 clusters Score -1188212 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 18512 members Entering Unmasked Estep Score: -1188230.000000 Penalty: 668.920227 Iteration 30Q: 3 clusters Score -1188230 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -1188245.875000 Penalty: 668.920227 Iteration 31Q: 3 clusters Score -1188246 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 18702 members Entering Unmasked Estep Score: -1188269.625000 Penalty: 668.920227 Iteration 32Q: 3 clusters Score -1188270 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -1188302.000000 Penalty: 668.920227 Iteration 33Q: 3 clusters Score -1188302 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 18935 members Entering Unmasked Estep Score: -1188344.375000 Penalty: 668.920227 Iteration 34Q: 3 clusters Score -1188344 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -1188402.375000 Penalty: 668.920227 Iteration 35Q: 3 clusters Score -1188402 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 19214 members Entering Unmasked Estep Score: -1188463.125000 Penalty: 668.920227 Iteration 36Q: 3 clusters Score -1188463 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -1188532.250000 Penalty: 668.920227 Iteration 37Q: 3 clusters Score -1188532 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 19528 members Entering Unmasked Estep Score: -1188647.875000 Penalty: 668.920227 Iteration 38Q: 3 clusters Score -1188648 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -1188877.125000 Penalty: 668.920227 Iteration 39Q: 3 clusters Score -1188877 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 19984 members Entering Unmasked Estep Score: -1189222.250000 Penalty: 668.920227 Iteration 40F: 3 clusters Score -1189222 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 20250 members Entering Unmasked Estep Score: -1189651.875000 Penalty: 668.920227 Iteration 41Q: 3 clusters Score -1189652 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 20443 members Entering Unmasked Estep Score: -1189927.000000 Penalty: 668.920227 Iteration 42Q: 3 clusters Score -1189927 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 20503 members Entering Unmasked Estep Score: -1189962.375000 Penalty: 668.920227 Iteration 43Q: 3 clusters Score -1189962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 20504 members Entering Unmasked Estep Score: -1189961.625000 Penalty: 668.920227 Iteration 44Q: 3 clusters Score -1189962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 20504 members Entering Unmasked Estep Score: -1189961.625000 Penalty: 668.920227 Iteration 45F: 3 clusters Score -1189962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 213 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Entering Unmasked Estep Score: -18619150.000000 Penalty: 32596.652344 Splitting cluster 42 changes total score from -18595816.000000 to -18619150.000000 So it's getting split into cluster 76. Entering ConstructFrom: Trying to split cluster 43 (2862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Entering Unmasked Estep Score: -106084.156250 Penalty: 262.656128 Iteration 0F: 2 clusters Score -106084.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -104133.171875 Penalty: 525.312256 Iteration 0F: 3 clusters Score -104133.2 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -105035.453125 Penalty: 525.312256 Iteration 1F: 3 clusters Score -105035.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -105209.656250 Penalty: 525.312256 Iteration 2F: 3 clusters Score -105209.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -105374.984375 Penalty: 525.312256 Iteration 3F: 3 clusters Score -105375 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -105534.539062 Penalty: 525.312256 Iteration 4Q: 3 clusters Score -105534.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -105641.718750 Penalty: 525.312256 Iteration 5Q: 3 clusters Score -105641.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -105698.632812 Penalty: 525.312256 Iteration 6Q: 3 clusters Score -105698.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -105729.890625 Penalty: 525.312256 Iteration 7Q: 3 clusters Score -105729.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -105748.953125 Penalty: 525.312256 Iteration 8Q: 3 clusters Score -105749 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -105758.679688 Penalty: 525.312256 Iteration 9Q: 3 clusters Score -105758.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -105777.367188 Penalty: 525.312256 Iteration 10Q: 3 clusters Score -105777.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -105802.085938 Penalty: 525.312256 Iteration 11Q: 3 clusters Score -105802.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -105818.937500 Penalty: 525.312256 Iteration 12Q: 3 clusters Score -105818.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -105829.273438 Penalty: 525.312256 Iteration 13Q: 3 clusters Score -105829.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -105838.382812 Penalty: 525.312256 Iteration 14Q: 3 clusters Score -105838.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -105852.640625 Penalty: 525.312256 Iteration 15Q: 3 clusters Score -105852.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -105879.562500 Penalty: 525.312256 Iteration 16Q: 3 clusters Score -105879.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -105903.531250 Penalty: 525.312256 Iteration 17Q: 3 clusters Score -105903.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -105929.828125 Penalty: 525.312256 Iteration 18Q: 3 clusters Score -105929.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -105949.992188 Penalty: 525.312256 Iteration 19Q: 3 clusters Score -105950 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -105956.929688 Penalty: 525.312256 Iteration 20F: 3 clusters Score -105956.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -105962.179688 Penalty: 525.312256 Iteration 21Q: 3 clusters Score -105962.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -105967.601562 Penalty: 525.312256 Iteration 22Q: 3 clusters Score -105967.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -105968.359375 Penalty: 525.312256 Iteration 23Q: 3 clusters Score -105968.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -105969.625000 Penalty: 525.312256 Iteration 24Q: 3 clusters Score -105969.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -105969.984375 Penalty: 525.312256 Iteration 25Q: 3 clusters Score -105970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -105970.218750 Penalty: 525.312256 Iteration 26Q: 3 clusters Score -105970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -105970.218750 Penalty: 525.312256 Iteration 27Q: 3 clusters Score -105970.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -105970.218750 Penalty: 525.312256 Iteration 28F: 3 clusters Score -105970.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (11698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Entering Unmasked Estep Score: -540617.187500 Penalty: 309.116730 Iteration 0F: 2 clusters Score -540617.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -532762.500000 Penalty: 618.233459 Iteration 0F: 3 clusters Score -532762.5 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -536110.625000 Penalty: 618.233459 Iteration 1F: 3 clusters Score -536110.6 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -536550.375000 Penalty: 618.233459 Iteration 2F: 3 clusters Score -536550.4 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -537105.375000 Penalty: 618.233459 Iteration 3F: 3 clusters Score -537105.4 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -537719.437500 Penalty: 618.233459 Iteration 4F: 3 clusters Score -537719.4 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -538330.125000 Penalty: 618.233459 Iteration 5F: 3 clusters Score -538330.1 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -538879.500000 Penalty: 618.233459 Iteration 6F: 3 clusters Score -538879.5 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -539290.875000 Penalty: 618.233459 Iteration 7Q: 3 clusters Score -539290.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -539570.875000 Penalty: 618.233459 Iteration 8Q: 3 clusters Score -539570.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -539773.562500 Penalty: 618.233459 Iteration 9Q: 3 clusters Score -539773.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -539912.062500 Penalty: 618.233459 Iteration 10Q: 3 clusters Score -539912.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -539990.875000 Penalty: 618.233459 Iteration 11Q: 3 clusters Score -539990.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -540041.687500 Penalty: 618.233459 Iteration 12Q: 3 clusters Score -540041.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 10780 members Entering Unmasked Estep Score: -540088.312500 Penalty: 618.233459 Iteration 13Q: 3 clusters Score -540088.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -540138.125000 Penalty: 618.233459 Iteration 14Q: 3 clusters Score -540138.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 10974 members Entering Unmasked Estep Score: -540186.437500 Penalty: 618.233459 Iteration 15Q: 3 clusters Score -540186.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -540237.437500 Penalty: 618.233459 Iteration 16Q: 3 clusters Score -540237.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -540277.062500 Penalty: 618.233459 Iteration 17Q: 3 clusters Score -540277.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -540315.312500 Penalty: 618.233459 Iteration 18Q: 3 clusters Score -540315.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -540343.000000 Penalty: 618.233459 Iteration 19Q: 3 clusters Score -540343 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -540364.187500 Penalty: 618.233459 Iteration 20F: 3 clusters Score -540364.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -540373.625000 Penalty: 618.233459 Iteration 21Q: 3 clusters Score -540373.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -540385.625000 Penalty: 618.233459 Iteration 22Q: 3 clusters Score -540385.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -540393.812500 Penalty: 618.233459 Iteration 23Q: 3 clusters Score -540393.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -540403.500000 Penalty: 618.233459 Iteration 24Q: 3 clusters Score -540403.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -540409.437500 Penalty: 618.233459 Iteration 25Q: 3 clusters Score -540409.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -540413.625000 Penalty: 618.233459 Iteration 26Q: 3 clusters Score -540413.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -540415.625000 Penalty: 618.233459 Iteration 27Q: 3 clusters Score -540415.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -540415.687500 Penalty: 618.233459 Iteration 28Q: 3 clusters Score -540415.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -540415.687500 Penalty: 618.233459 Iteration 29Q: 3 clusters Score -540415.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -540415.937500 Penalty: 618.233459 Iteration 30Q: 3 clusters Score -540415.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -540416.687500 Penalty: 618.233459 Iteration 31Q: 3 clusters Score -540416.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -540416.625000 Penalty: 618.233459 Iteration 32Q: 3 clusters Score -540416.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -540416.937500 Penalty: 618.233459 Iteration 33Q: 3 clusters Score -540416.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -540417.187500 Penalty: 618.233459 Iteration 34Q: 3 clusters Score -540417.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -540417.500000 Penalty: 618.233459 Iteration 35Q: 3 clusters Score -540417.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -540417.812500 Penalty: 618.233459 Iteration 36Q: 3 clusters Score -540417.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -540417.812500 Penalty: 618.233459 Iteration 37F: 3 clusters Score -540417.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (2071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Entering Unmasked Estep Score: -97962.914062 Penalty: 251.980972 Iteration 0F: 2 clusters Score -97962.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -96562.171875 Penalty: 503.961945 Iteration 0F: 3 clusters Score -96562.17 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -97050.507812 Penalty: 503.961945 Iteration 1F: 3 clusters Score -97050.51 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -97132.875000 Penalty: 503.961945 Iteration 2F: 3 clusters Score -97132.88 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -97185.289062 Penalty: 503.961945 Iteration 3F: 3 clusters Score -97185.29 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -97227.039062 Penalty: 503.961945 Iteration 4Q: 3 clusters Score -97227.04 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -97274.882812 Penalty: 503.961945 Iteration 5Q: 3 clusters Score -97274.88 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -97315.656250 Penalty: 503.961945 Iteration 6Q: 3 clusters Score -97315.66 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -97361.437500 Penalty: 503.961945 Iteration 7Q: 3 clusters Score -97361.44 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -97427.562500 Penalty: 503.961945 Iteration 8Q: 3 clusters Score -97427.56 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -97486.054688 Penalty: 503.961945 Iteration 9Q: 3 clusters Score -97486.05 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -97538.625000 Penalty: 503.961945 Iteration 10Q: 3 clusters Score -97538.62 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -97590.234375 Penalty: 503.961945 Iteration 11Q: 3 clusters Score -97590.23 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -97639.031250 Penalty: 503.961945 Iteration 12Q: 3 clusters Score -97639.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -97662.562500 Penalty: 503.961945 Iteration 13Q: 3 clusters Score -97662.56 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -97675.531250 Penalty: 503.961945 Iteration 14Q: 3 clusters Score -97675.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -97689.148438 Penalty: 503.961945 Iteration 15Q: 3 clusters Score -97689.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -97694.507812 Penalty: 503.961945 Iteration 16Q: 3 clusters Score -97694.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -97700.265625 Penalty: 503.961945 Iteration 17Q: 3 clusters Score -97700.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -97708.445312 Penalty: 503.961945 Iteration 18Q: 3 clusters Score -97708.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -97713.335938 Penalty: 503.961945 Iteration 19Q: 3 clusters Score -97713.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -97719.742188 Penalty: 503.961945 Iteration 20F: 3 clusters Score -97719.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -97723.882812 Penalty: 503.961945 Iteration 21Q: 3 clusters Score -97723.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -97727.273438 Penalty: 503.961945 Iteration 22Q: 3 clusters Score -97727.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -97729.679688 Penalty: 503.961945 Iteration 23Q: 3 clusters Score -97729.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -97732.242188 Penalty: 503.961945 Iteration 24Q: 3 clusters Score -97732.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -97733.695312 Penalty: 503.961945 Iteration 25Q: 3 clusters Score -97733.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -97738.406250 Penalty: 503.961945 Iteration 26Q: 3 clusters Score -97738.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -97740.414062 Penalty: 503.961945 Iteration 27Q: 3 clusters Score -97740.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -97744.851562 Penalty: 503.961945 Iteration 28Q: 3 clusters Score -97744.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -97748.195312 Penalty: 503.961945 Iteration 29Q: 3 clusters Score -97748.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -97752.281250 Penalty: 503.961945 Iteration 30Q: 3 clusters Score -97752.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -97753.882812 Penalty: 503.961945 Iteration 31Q: 3 clusters Score -97753.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -97753.882812 Penalty: 503.961945 Iteration 32F: 3 clusters Score -97753.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -5648.513184 Penalty: 176.922653 Iteration 0F: 2 clusters Score -5648.513 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5437.070312 Penalty: 353.845306 Iteration 0F: 3 clusters Score -5437.07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5583.978516 Penalty: 353.845306 Iteration 1F: 3 clusters Score -5583.979 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -5623.007324 Penalty: 353.845306 Iteration 2F: 3 clusters Score -5623.007 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -5647.469238 Penalty: 353.845306 Iteration 3Q: 3 clusters Score -5647.469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5652.288574 Penalty: 353.845306 Iteration 4Q: 3 clusters Score -5652.289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5653.646484 Penalty: 353.845306 Iteration 5Q: 3 clusters Score -5653.646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -5655.092285 Penalty: 353.845306 Iteration 6Q: 3 clusters Score -5655.092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5659.838867 Penalty: 353.845306 Iteration 7Q: 3 clusters Score -5659.839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5659.838867 Penalty: 353.845306 Iteration 8F: 3 clusters Score -5659.839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 3892 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Mstep: Class 77 contains 45 members Entering Unmasked Estep Score: -18618914.000000 Penalty: 33025.554688 Splitting cluster 46 changes total score from -18595816.000000 to -18618914.000000 So it's getting split into cluster 77. Entering ConstructFrom: Trying to split cluster 47 (15878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Entering Unmasked Estep Score: -708958.187500 Penalty: 319.198761 Iteration 0F: 2 clusters Score -708958.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -698213.875000 Penalty: 638.397522 Iteration 0F: 3 clusters Score -698213.9 nChanged 7698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -704065.562500 Penalty: 638.397522 Iteration 1F: 3 clusters Score -704065.6 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -705309.125000 Penalty: 638.397522 Iteration 2F: 3 clusters Score -705309.1 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -706124.500000 Penalty: 638.397522 Iteration 3F: 3 clusters Score -706124.5 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -706597.000000 Penalty: 638.397522 Iteration 4F: 3 clusters Score -706597 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -706908.125000 Penalty: 638.397522 Iteration 5Q: 3 clusters Score -706908.1 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -707167.437500 Penalty: 638.397522 Iteration 6Q: 3 clusters Score -707167.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -707421.187500 Penalty: 638.397522 Iteration 7Q: 3 clusters Score -707421.2 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -707713.500000 Penalty: 638.397522 Iteration 8Q: 3 clusters Score -707713.5 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -708028.500000 Penalty: 638.397522 Iteration 9Q: 3 clusters Score -708028.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -708286.625000 Penalty: 638.397522 Iteration 10Q: 3 clusters Score -708286.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -708471.937500 Penalty: 638.397522 Iteration 11Q: 3 clusters Score -708471.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -708585.312500 Penalty: 638.397522 Iteration 12Q: 3 clusters Score -708585.3 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -708654.250000 Penalty: 638.397522 Iteration 13Q: 3 clusters Score -708654.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -708687.000000 Penalty: 638.397522 Iteration 14Q: 3 clusters Score -708687 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -708703.687500 Penalty: 638.397522 Iteration 15Q: 3 clusters Score -708703.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -708713.812500 Penalty: 638.397522 Iteration 16Q: 3 clusters Score -708713.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -708719.687500 Penalty: 638.397522 Iteration 17Q: 3 clusters Score -708719.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -708722.812500 Penalty: 638.397522 Iteration 18Q: 3 clusters Score -708722.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -708723.937500 Penalty: 638.397522 Iteration 19Q: 3 clusters Score -708723.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -708726.312500 Penalty: 638.397522 Iteration 20F: 3 clusters Score -708726.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -708727.750000 Penalty: 638.397522 Iteration 21Q: 3 clusters Score -708727.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -708726.750000 Penalty: 638.397522 Iteration 22Q: 3 clusters Score -708726.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -708728.687500 Penalty: 638.397522 Iteration 23Q: 3 clusters Score -708728.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -708728.187500 Penalty: 638.397522 Iteration 24Q: 3 clusters Score -708728.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -708729.812500 Penalty: 638.397522 Iteration 25Q: 3 clusters Score -708729.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -708730.375000 Penalty: 638.397522 Iteration 26Q: 3 clusters Score -708730.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -708730.250000 Penalty: 638.397522 Iteration 27Q: 3 clusters Score -708730.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -708731.000000 Penalty: 638.397522 Iteration 28Q: 3 clusters Score -708731 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -708731.875000 Penalty: 638.397522 Iteration 29Q: 3 clusters Score -708731.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -708733.312500 Penalty: 638.397522 Iteration 30Q: 3 clusters Score -708733.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -708733.312500 Penalty: 638.397522 Iteration 31F: 3 clusters Score -708733.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 48 (3892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Entering Unmasked Estep Score: -174058.609375 Penalty: 272.800415 Iteration 0F: 2 clusters Score -174058.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -171446.140625 Penalty: 545.600830 Iteration 0F: 3 clusters Score -171446.1 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -173070.625000 Penalty: 545.600830 Iteration 1F: 3 clusters Score -173070.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -173537.515625 Penalty: 545.600830 Iteration 2F: 3 clusters Score -173537.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -173828.000000 Penalty: 545.600830 Iteration 3F: 3 clusters Score -173828 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -173980.156250 Penalty: 545.600830 Iteration 4Q: 3 clusters Score -173980.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -174078.859375 Penalty: 545.600830 Iteration 5Q: 3 clusters Score -174078.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -174110.890625 Penalty: 545.600830 Iteration 6Q: 3 clusters Score -174110.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -174122.453125 Penalty: 545.600830 Iteration 7Q: 3 clusters Score -174122.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -174128.437500 Penalty: 545.600830 Iteration 8Q: 3 clusters Score -174128.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -174131.171875 Penalty: 545.600830 Iteration 9Q: 3 clusters Score -174131.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -174132.203125 Penalty: 545.600830 Iteration 10Q: 3 clusters Score -174132.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -174132.515625 Penalty: 545.600830 Iteration 11Q: 3 clusters Score -174132.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -174133.078125 Penalty: 545.600830 Iteration 12Q: 3 clusters Score -174133.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -174133.000000 Penalty: 545.600830 Iteration 13Q: 3 clusters Score -174133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -174133.375000 Penalty: 545.600830 Iteration 14Q: 3 clusters Score -174133.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -174133.609375 Penalty: 545.600830 Iteration 15Q: 3 clusters Score -174133.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -174133.953125 Penalty: 545.600830 Iteration 16Q: 3 clusters Score -174134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -174134.671875 Penalty: 545.600830 Iteration 17Q: 3 clusters Score -174134.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -174135.171875 Penalty: 545.600830 Iteration 18Q: 3 clusters Score -174135.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -174135.312500 Penalty: 545.600830 Iteration 19Q: 3 clusters Score -174135.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -174135.687500 Penalty: 545.600830 Iteration 20F: 3 clusters Score -174135.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -174135.593750 Penalty: 545.600830 Iteration 21Q: 3 clusters Score -174135.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -174135.734375 Penalty: 545.600830 Iteration 22Q: 3 clusters Score -174135.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -174135.734375 Penalty: 545.600830 Iteration 23F: 3 clusters Score -174135.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 476 members Mstep: Class 49 contains 4899 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Mstep: Class 77 contains 45 members Mstep: Class 78 contains 3416 members Entering Unmasked Estep Score: -18618856.000000 Penalty: 33454.460938 Splitting cluster 48 changes total score from -18595816.000000 to -18618856.000000 So it's getting split into cluster 78. Entering ConstructFrom: Trying to split cluster 49 (4899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Entering Unmasked Estep Score: -233218.593750 Penalty: 280.393951 Iteration 0F: 2 clusters Score -233218.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -229998.203125 Penalty: 560.787903 Iteration 0F: 3 clusters Score -229998.2 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -231259.531250 Penalty: 560.787903 Iteration 1F: 3 clusters Score -231259.5 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -231566.578125 Penalty: 560.787903 Iteration 2F: 3 clusters Score -231566.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -232043.421875 Penalty: 560.787903 Iteration 3F: 3 clusters Score -232043.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -232584.359375 Penalty: 560.787903 Iteration 4F: 3 clusters Score -232584.4 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -233017.250000 Penalty: 560.787903 Iteration 5F: 3 clusters Score -233017.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -233241.500000 Penalty: 560.787903 Iteration 6F: 3 clusters Score -233241.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -233365.562500 Penalty: 560.787903 Iteration 7Q: 3 clusters Score -233365.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -233475.265625 Penalty: 560.787903 Iteration 8Q: 3 clusters Score -233475.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -233552.125000 Penalty: 560.787903 Iteration 9Q: 3 clusters Score -233552.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -233593.703125 Penalty: 560.787903 Iteration 10Q: 3 clusters Score -233593.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -233615.703125 Penalty: 560.787903 Iteration 11Q: 3 clusters Score -233615.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -233636.031250 Penalty: 560.787903 Iteration 12Q: 3 clusters Score -233636 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -233648.312500 Penalty: 560.787903 Iteration 13Q: 3 clusters Score -233648.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -233659.906250 Penalty: 560.787903 Iteration 14Q: 3 clusters Score -233659.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -233664.812500 Penalty: 560.787903 Iteration 15Q: 3 clusters Score -233664.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -233666.625000 Penalty: 560.787903 Iteration 16Q: 3 clusters Score -233666.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -233666.890625 Penalty: 560.787903 Iteration 17Q: 3 clusters Score -233666.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -233667.671875 Penalty: 560.787903 Iteration 18Q: 3 clusters Score -233667.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -233667.890625 Penalty: 560.787903 Iteration 19Q: 3 clusters Score -233667.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -233668.437500 Penalty: 560.787903 Iteration 20F: 3 clusters Score -233668.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -233668.453125 Penalty: 560.787903 Iteration 21Q: 3 clusters Score -233668.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -233668.578125 Penalty: 560.787903 Iteration 22Q: 3 clusters Score -233668.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -233668.859375 Penalty: 560.787903 Iteration 23Q: 3 clusters Score -233668.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -233668.859375 Penalty: 560.787903 Iteration 24F: 3 clusters Score -233668.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 476 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 1185 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Mstep: Class 77 contains 45 members Mstep: Class 78 contains 3416 members Mstep: Class 79 contains 1078 members Entering Unmasked Estep Score: -18619142.000000 Penalty: 33883.363281 Splitting cluster 49 changes total score from -18595816.000000 to -18619142.000000 So it's getting split into cluster 79. Entering ConstructFrom: Trying to split cluster 50 (1185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Entering Unmasked Estep Score: -49305.378906 Penalty: 233.557434 Iteration 0F: 2 clusters Score -49305.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -48459.074219 Penalty: 467.114868 Iteration 0F: 3 clusters Score -48459.07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -48733.656250 Penalty: 467.114868 Iteration 1F: 3 clusters Score -48733.66 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -48781.757812 Penalty: 467.114868 Iteration 2F: 3 clusters Score -48781.76 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -48828.859375 Penalty: 467.114868 Iteration 3F: 3 clusters Score -48828.86 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -48889.164062 Penalty: 467.114868 Iteration 4F: 3 clusters Score -48889.16 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48943.773438 Penalty: 467.114868 Iteration 5F: 3 clusters Score -48943.77 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -48990.257812 Penalty: 467.114868 Iteration 6Q: 3 clusters Score -48990.26 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -49037.875000 Penalty: 467.114868 Iteration 7Q: 3 clusters Score -49037.88 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -49116.253906 Penalty: 467.114868 Iteration 8Q: 3 clusters Score -49116.25 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -49184.769531 Penalty: 467.114868 Iteration 9Q: 3 clusters Score -49184.77 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -49232.164062 Penalty: 467.114868 Iteration 10Q: 3 clusters Score -49232.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -49265.886719 Penalty: 467.114868 Iteration 11Q: 3 clusters Score -49265.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -49304.160156 Penalty: 467.114868 Iteration 12Q: 3 clusters Score -49304.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -49317.109375 Penalty: 467.114868 Iteration 13Q: 3 clusters Score -49317.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -49323.914062 Penalty: 467.114868 Iteration 14Q: 3 clusters Score -49323.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49325.269531 Penalty: 467.114868 Iteration 15Q: 3 clusters Score -49325.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -49326.402344 Penalty: 467.114868 Iteration 16Q: 3 clusters Score -49326.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -49327.378906 Penalty: 467.114868 Iteration 17Q: 3 clusters Score -49327.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -49327.652344 Penalty: 467.114868 Iteration 18Q: 3 clusters Score -49327.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -49328.371094 Penalty: 467.114868 Iteration 19Q: 3 clusters Score -49328.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -49328.628906 Penalty: 467.114868 Iteration 20F: 3 clusters Score -49328.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -49328.710938 Penalty: 467.114868 Iteration 21Q: 3 clusters Score -49328.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -49328.710938 Penalty: 467.114868 Iteration 22F: 3 clusters Score -49328.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 476 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 600 members Mstep: Class 51 contains 4615 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Mstep: Class 77 contains 45 members Mstep: Class 78 contains 3416 members Mstep: Class 79 contains 1078 members Mstep: Class 80 contains 585 members Entering Unmasked Estep Score: -18618992.000000 Penalty: 34312.265625 Splitting cluster 50 changes total score from -18595816.000000 to -18618992.000000 So it's getting split into cluster 80. Entering ConstructFrom: Trying to split cluster 51 (4615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Entering Unmasked Estep Score: -236628.500000 Penalty: 278.423218 Iteration 0F: 2 clusters Score -236628.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -233521.593750 Penalty: 556.846436 Iteration 0F: 3 clusters Score -233521.6 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -234843.921875 Penalty: 556.846436 Iteration 1F: 3 clusters Score -234843.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -235084.796875 Penalty: 556.846436 Iteration 2F: 3 clusters Score -235084.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -235383.328125 Penalty: 556.846436 Iteration 3F: 3 clusters Score -235383.3 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -235779.734375 Penalty: 556.846436 Iteration 4F: 3 clusters Score -235779.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -236135.921875 Penalty: 556.846436 Iteration 5F: 3 clusters Score -236135.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -236321.000000 Penalty: 556.846436 Iteration 6F: 3 clusters Score -236321 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -236421.593750 Penalty: 556.846436 Iteration 7Q: 3 clusters Score -236421.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -236474.859375 Penalty: 556.846436 Iteration 8Q: 3 clusters Score -236474.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -236512.328125 Penalty: 556.846436 Iteration 9Q: 3 clusters Score -236512.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -236538.906250 Penalty: 556.846436 Iteration 10Q: 3 clusters Score -236538.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -236556.671875 Penalty: 556.846436 Iteration 11Q: 3 clusters Score -236556.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -236576.453125 Penalty: 556.846436 Iteration 12Q: 3 clusters Score -236576.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -236599.953125 Penalty: 556.846436 Iteration 13Q: 3 clusters Score -236600 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -236619.093750 Penalty: 556.846436 Iteration 14Q: 3 clusters Score -236619.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -236637.546875 Penalty: 556.846436 Iteration 15Q: 3 clusters Score -236637.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -236660.843750 Penalty: 556.846436 Iteration 16Q: 3 clusters Score -236660.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -236681.406250 Penalty: 556.846436 Iteration 17Q: 3 clusters Score -236681.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -236699.937500 Penalty: 556.846436 Iteration 18Q: 3 clusters Score -236699.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -236715.171875 Penalty: 556.846436 Iteration 19Q: 3 clusters Score -236715.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -236727.109375 Penalty: 556.846436 Iteration 20F: 3 clusters Score -236727.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -236740.406250 Penalty: 556.846436 Iteration 21Q: 3 clusters Score -236740.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -236757.921875 Penalty: 556.846436 Iteration 22Q: 3 clusters Score -236757.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -236766.984375 Penalty: 556.846436 Iteration 23Q: 3 clusters Score -236767 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -236778.046875 Penalty: 556.846436 Iteration 24Q: 3 clusters Score -236778 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -236786.281250 Penalty: 556.846436 Iteration 25Q: 3 clusters Score -236786.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -236797.953125 Penalty: 556.846436 Iteration 26Q: 3 clusters Score -236798 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -236805.656250 Penalty: 556.846436 Iteration 27Q: 3 clusters Score -236805.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -236809.828125 Penalty: 556.846436 Iteration 28Q: 3 clusters Score -236809.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -236814.609375 Penalty: 556.846436 Iteration 29Q: 3 clusters Score -236814.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -236820.296875 Penalty: 556.846436 Iteration 30Q: 3 clusters Score -236820.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -236824.250000 Penalty: 556.846436 Iteration 31Q: 3 clusters Score -236824.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -236825.937500 Penalty: 556.846436 Iteration 32Q: 3 clusters Score -236825.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -236826.921875 Penalty: 556.846436 Iteration 33Q: 3 clusters Score -236826.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -236830.046875 Penalty: 556.846436 Iteration 34Q: 3 clusters Score -236830 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -236832.296875 Penalty: 556.846436 Iteration 35Q: 3 clusters Score -236832.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -236835.328125 Penalty: 556.846436 Iteration 36Q: 3 clusters Score -236835.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -236837.578125 Penalty: 556.846436 Iteration 37Q: 3 clusters Score -236837.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -236839.281250 Penalty: 556.846436 Iteration 38Q: 3 clusters Score -236839.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -236841.656250 Penalty: 556.846436 Iteration 39Q: 3 clusters Score -236841.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -236842.812500 Penalty: 556.846436 Iteration 40F: 3 clusters Score -236842.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -236843.203125 Penalty: 556.846436 Iteration 41Q: 3 clusters Score -236843.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -236843.703125 Penalty: 556.846436 Iteration 42Q: 3 clusters Score -236843.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -236843.703125 Penalty: 556.846436 Iteration 43F: 3 clusters Score -236843.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 476 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 600 members Mstep: Class 51 contains 885 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Mstep: Class 54 contains 1526 members Mstep: Class 55 contains 787 members Mstep: Class 56 contains 730 members Mstep: Class 57 contains 2376 members Mstep: Class 58 contains 624 members Mstep: Class 59 contains 26788 members Mstep: Class 60 contains 6293 members Mstep: Class 61 contains 1857 members Mstep: Class 62 contains 2160 members Mstep: Class 63 contains 13230 members Mstep: Class 64 contains 3550 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 5217 members Mstep: Class 67 contains 265 members Mstep: Class 68 contains 7622 members Mstep: Class 69 contains 1816 members Mstep: Class 70 contains 34610 members Mstep: Class 71 contains 2511 members Mstep: Class 72 contains 1165 members Mstep: Class 73 contains 119 members Mstep: Class 74 contains 1487 members Mstep: Class 75 contains 17105 members Mstep: Class 76 contains 20504 members Mstep: Class 77 contains 45 members Mstep: Class 78 contains 3416 members Mstep: Class 79 contains 1078 members Mstep: Class 80 contains 585 members Mstep: Class 81 contains 3730 members Entering Unmasked Estep Score: -18619034.000000 Penalty: 34741.167969 Splitting cluster 51 changes total score from -18595816.000000 to -18619034.000000 So it's getting split into cluster 81. Entering ConstructFrom: Trying to split cluster 52 (2103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Entering Unmasked Estep Score: -77221.843750 Penalty: 252.486969 Iteration 0F: 2 clusters Score -77221.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -75759.257812 Penalty: 504.973938 Iteration 0F: 3 clusters Score -75759.26 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -76386.070312 Penalty: 504.973938 Iteration 1F: 3 clusters Score -76386.07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -76494.578125 Penalty: 504.973938 Iteration 2F: 3 clusters Score -76494.58 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -76585.125000 Penalty: 504.973938 Iteration 3F: 3 clusters Score -76585.12 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -76680.570312 Penalty: 504.973938 Iteration 4F: 3 clusters Score -76680.57 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -76781.968750 Penalty: 504.973938 Iteration 5F: 3 clusters Score -76781.97 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -76868.804688 Penalty: 504.973938 Iteration 6Q: 3 clusters Score -76868.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -76930.664062 Penalty: 504.973938 Iteration 7Q: 3 clusters Score -76930.66 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -76989.250000 Penalty: 504.973938 Iteration 8Q: 3 clusters Score -76989.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -77039.398438 Penalty: 504.973938 Iteration 9Q: 3 clusters Score -77039.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -77080.507812 Penalty: 504.973938 Iteration 10Q: 3 clusters Score -77080.51 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -77111.281250 Penalty: 504.973938 Iteration 11Q: 3 clusters Score -77111.28 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -77134.148438 Penalty: 504.973938 Iteration 12Q: 3 clusters Score -77134.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -77154.109375 Penalty: 504.973938 Iteration 13Q: 3 clusters Score -77154.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -77164.039062 Penalty: 504.973938 Iteration 14Q: 3 clusters Score -77164.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -77168.000000 Penalty: 504.973938 Iteration 15Q: 3 clusters Score -77168 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -77170.367188 Penalty: 504.973938 Iteration 16Q: 3 clusters Score -77170.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -77171.781250 Penalty: 504.973938 Iteration 17Q: 3 clusters Score -77171.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -77172.976562 Penalty: 504.973938 Iteration 18Q: 3 clusters Score -77172.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -77173.437500 Penalty: 504.973938 Iteration 19Q: 3 clusters Score -77173.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -77173.632812 Penalty: 504.973938 Iteration 20F: 3 clusters Score -77173.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -77173.718750 Penalty: 504.973938 Iteration 21Q: 3 clusters Score -77173.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -77173.718750 Penalty: 504.973938 Iteration 22F: 3 clusters Score -77173.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 53 (9850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Entering Unmasked Estep Score: -460121.937500 Penalty: 303.442474 Iteration 0F: 2 clusters Score -460121.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -453555.312500 Penalty: 606.884949 Iteration 0F: 3 clusters Score -453555.3 nChanged 4710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -456732.593750 Penalty: 606.884949 Iteration 1F: 3 clusters Score -456732.6 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -457102.500000 Penalty: 606.884949 Iteration 2F: 3 clusters Score -457102.5 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -457434.531250 Penalty: 606.884949 Iteration 3F: 3 clusters Score -457434.5 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -457780.562500 Penalty: 606.884949 Iteration 4F: 3 clusters Score -457780.6 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -458164.718750 Penalty: 606.884949 Iteration 5Q: 3 clusters Score -458164.7 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -458632.218750 Penalty: 606.884949 Iteration 6Q: 3 clusters Score -458632.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -459104.687500 Penalty: 606.884949 Iteration 7Q: 3 clusters Score -459104.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -459380.375000 Penalty: 606.884949 Iteration 8Q: 3 clusters Score -459380.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -459484.218750 Penalty: 606.884949 Iteration 9Q: 3 clusters Score -459484.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -459533.031250 Penalty: 606.884949 Iteration 10Q: 3 clusters Score -459533 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -459581.000000 Penalty: 606.884949 Iteration 11Q: 3 clusters Score -459581 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -459618.468750 Penalty: 606.884949 Iteration 12Q: 3 clusters Score -459618.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -459643.218750 Penalty: 606.884949 Iteration 13Q: 3 clusters Score -459643.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -459658.250000 Penalty: 606.884949 Iteration 14Q: 3 clusters Score -459658.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -459669.968750 Penalty: 606.884949 Iteration 15Q: 3 clusters Score -459670 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -459681.281250 Penalty: 606.884949 Iteration 16Q: 3 clusters Score -459681.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -459693.343750 Penalty: 606.884949 Iteration 17Q: 3 clusters Score -459693.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -459706.781250 Penalty: 606.884949 Iteration 18Q: 3 clusters Score -459706.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -459718.375000 Penalty: 606.884949 Iteration 19Q: 3 clusters Score -459718.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -459731.218750 Penalty: 606.884949 Iteration 20F: 3 clusters Score -459731.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -459741.562500 Penalty: 606.884949 Iteration 21Q: 3 clusters Score -459741.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -459747.406250 Penalty: 606.884949 Iteration 22Q: 3 clusters Score -459747.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -459752.343750 Penalty: 606.884949 Iteration 23Q: 3 clusters Score -459752.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -459756.812500 Penalty: 606.884949 Iteration 24Q: 3 clusters Score -459756.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -459761.000000 Penalty: 606.884949 Iteration 25Q: 3 clusters Score -459761 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -459765.468750 Penalty: 606.884949 Iteration 26Q: 3 clusters Score -459765.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -459770.562500 Penalty: 606.884949 Iteration 27Q: 3 clusters Score -459770.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -459774.625000 Penalty: 606.884949 Iteration 28Q: 3 clusters Score -459774.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -459779.906250 Penalty: 606.884949 Iteration 29Q: 3 clusters Score -459779.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -459782.093750 Penalty: 606.884949 Iteration 30Q: 3 clusters Score -459782.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -459785.937500 Penalty: 606.884949 Iteration 31Q: 3 clusters Score -459785.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -459788.812500 Penalty: 606.884949 Iteration 32Q: 3 clusters Score -459788.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -459792.625000 Penalty: 606.884949 Iteration 33Q: 3 clusters Score -459792.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -459794.468750 Penalty: 606.884949 Iteration 34Q: 3 clusters Score -459794.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -459795.687500 Penalty: 606.884949 Iteration 35Q: 3 clusters Score -459795.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -459798.062500 Penalty: 606.884949 Iteration 36Q: 3 clusters Score -459798.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -459801.062500 Penalty: 606.884949 Iteration 37Q: 3 clusters Score -459801.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -459803.531250 Penalty: 606.884949 Iteration 38Q: 3 clusters Score -459803.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -459806.312500 Penalty: 606.884949 Iteration 39Q: 3 clusters Score -459806.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -459807.843750 Penalty: 606.884949 Iteration 40F: 3 clusters Score -459807.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -459810.093750 Penalty: 606.884949 Iteration 41Q: 3 clusters Score -459810.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -459813.437500 Penalty: 606.884949 Iteration 42Q: 3 clusters Score -459813.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -459815.406250 Penalty: 606.884949 Iteration 43Q: 3 clusters Score -459815.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -459819.093750 Penalty: 606.884949 Iteration 44Q: 3 clusters Score -459819.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -459820.625000 Penalty: 606.884949 Iteration 45Q: 3 clusters Score -459820.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -459823.093750 Penalty: 606.884949 Iteration 46Q: 3 clusters Score -459823.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -459824.187500 Penalty: 606.884949 Iteration 47Q: 3 clusters Score -459824.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -459824.875000 Penalty: 606.884949 Iteration 48Q: 3 clusters Score -459824.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -459825.656250 Penalty: 606.884949 Iteration 49Q: 3 clusters Score -459825.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -459826.000000 Penalty: 606.884949 Iteration 50Q: 3 clusters Score -459826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -459825.843750 Penalty: 606.884949 Iteration 51Q: 3 clusters Score -459825.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -459825.562500 Penalty: 606.884949 Iteration 52Q: 3 clusters Score -459825.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -459825.437500 Penalty: 606.884949 Iteration 53Q: 3 clusters Score -459825.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -459826.781250 Penalty: 606.884949 Iteration 54Q: 3 clusters Score -459826.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -459826.781250 Penalty: 606.884949 Iteration 55Q: 3 clusters Score -459826.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -459829.281250 Penalty: 606.884949 Iteration 56Q: 3 clusters Score -459829.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -459830.500000 Penalty: 606.884949 Iteration 57Q: 3 clusters Score -459830.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -459831.968750 Penalty: 606.884949 Iteration 58Q: 3 clusters Score -459832 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -459833.750000 Penalty: 606.884949 Iteration 59Q: 3 clusters Score -459833.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -459833.687500 Penalty: 606.884949 Iteration 60F: 3 clusters Score -459833.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -459835.218750 Penalty: 606.884949 Iteration 61Q: 3 clusters Score -459835.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -459836.687500 Penalty: 606.884949 Iteration 62Q: 3 clusters Score -459836.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -459837.781250 Penalty: 606.884949 Iteration 63Q: 3 clusters Score -459837.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -459838.875000 Penalty: 606.884949 Iteration 64Q: 3 clusters Score -459838.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -459838.531250 Penalty: 606.884949 Iteration 65Q: 3 clusters Score -459838.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -459838.531250 Penalty: 606.884949 Iteration 66F: 3 clusters Score -459838.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 25533 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 236 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 2276 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 7057 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 19223 members Mstep: Class 14 contains 1826 members Mstep: Class 15 contains 1307 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9068 members Mstep: Class 18 contains 314 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 21074 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 4779 members Mstep: Class 25 contains 172 members Mstep: Class 26 contains 20027 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 1467 members Mstep: Class 29 contains 10579 members Mstep: Class 30 contains 5023 members Mstep: Class 31 contains 334 members Mstep: Class 32 contains 11773 members Mstep: Class 33 contains 15696 members Mstep: Class 34 contains 757 members Mstep: Class 35 contains 260 members Mstep: Class 36 contains 4770 members Mstep: Class 37 contains 439 members Mstep: Class 38 contains 2212 members Mstep: Class 39 contains 6604 members Mstep: Class 40 contains 5392 members Mstep: Class 41 contains 2532 members Mstep: Class 42 contains 4710 members Mstep: Class 43 contains 2862 members Mstep: Class 44 contains 11698 members Mstep: Class 45 contains 2071 members Mstep: Class 46 contains 168 members Mstep: Class 47 contains 15878 members Mstep: Class 48 contains 476 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 600 members Mstep: Class 51 contains 885 members Mstep: Class 52 contains 2103 members Mstep: Class 53 contains 9850 members Entering Unmasked Estep ConsiderDeletion Score: -18625610.000000 Penalty: 34741.167969 Iteration 119Q: 82 clusters Score -1.862561e+07 nChanged 10486 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 1907 members Mstep: Class 3 contains 4022 members Mstep: Class 4 contains 25565 members Mstep: Class 5 contains 5089 members Mstep: Class 6 contains 243 members Mstep: Class 7 contains 2822 members Mstep: Class 8 contains 2336 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 7224 members Mstep: Class 11 contains 10692 members Mstep: Class 12 contains 1051 members Mstep: Class 13 contains 19169 members Mstep: Class 14 contains 2277 members Mstep: Class 15 contains 1942 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 9281 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 757 members Mstep: Class 20 contains 2773 members Mstep: Class 21 contains 20813 members Mstep: Class 22 contains 1632 members Mstep: Class 23 contains 1817 members Mstep: Class 24 contains 4664 members Mstep: Class 25 contains 258 members Mstep: Class 26 contains 20067 members Mstep: Class 27 contains 1012 members Mstep: Class 28 contains 1464 members Mstep: Class 29 contains 10755 members Mstep: Class 30 contains 5336 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 11755 members Mstep: Class 33 contains 15511 members Mstep: Class 34 contains 823 members Mstep: Class 35 contains 271 members Mstep: Class 36 contains 4719 members Mstep: Class 37 contains 475 members Mstep: Class 38 contains 2156 members Mstep: Class 39 contains 6663 members Mstep: Class 40 contains 5356 members Mstep: Class 41 contains 2485 members Mstep: Class 42 contains 4846 members Mstep: Class 43 contains 2874 members Mstep: Class 44 contains 11713 members Mstep: Class 45 contains 2151 members Mstep: Class 46 contains 187 members Mstep: Class 47 contains 15856 members Mstep: Class 48 contains 519 members Mstep: Class 49 contains 3828 members Mstep: Class 50 contains 628 members Mstep: Class 51 contains 947 members Mstep: Class 52 contains 2033 members Mstep: Class 53 contains 9800 members Mstep: Class 54 contains 1510 members Mstep: Class 55 contains 806 members Mstep: Class 56 contains 961 members Mstep: Class 57 contains 2319 members Mstep: Class 58 contains 607 members Mstep: Class 59 contains 26484 members Mstep: Class 60 contains 5297 members Mstep: Class 61 contains 1778 members Mstep: Class 62 contains 2145 members Mstep: Class 63 contains 13068 members Mstep: Class 64 contains 3657 members Mstep: Class 65 contains 371 members Mstep: Class 66 contains 5520 members Mstep: Class 67 contains 240 members Mstep: Class 68 contains 7510 members Mstep: Class 69 contains 1817 members Mstep: Class 70 contains 34134 members Mstep: Class 71 contains 2465 members Mstep: Class 72 contains 1147 members Mstep: Class 73 contains 116 members Mstep: Class 74 contains 1474 members Mstep: Class 75 contains 16892 members Mstep: Class 76 contains 20325 members Mstep: Class 77 contains 44 members Mstep: Class 78 contains 3230 members Mstep: Class 79 contains 969 members Mstep: Class 80 contains 565 members Mstep: Class 81 contains 3677 members Entering Unmasked Estep ConsiderDeletion Score: -18631886.000000 Penalty: 34741.167969 Iteration 120F: 82 clusters Score -1.863189e+07 nChanged 8429 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 1878 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 25470 members Mstep: Class 5 contains 5106 members Mstep: Class 6 contains 245 members Mstep: Class 7 contains 2693 members Mstep: Class 8 contains 2327 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 7365 members Mstep: Class 11 contains 10718 members Mstep: Class 12 contains 1069 members Mstep: Class 13 contains 18945 members Mstep: Class 14 contains 2579 members Mstep: Class 15 contains 2386 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9439 members Mstep: Class 18 contains 360 members Mstep: Class 19 contains 779 members Mstep: Class 20 contains 2909 members Mstep: Class 21 contains 20400 members Mstep: Class 22 contains 1641 members Mstep: Class 23 contains 1924 members Mstep: Class 24 contains 4276 members Mstep: Class 25 contains 321 members Mstep: Class 26 contains 19836 members Mstep: Class 27 contains 990 members Mstep: Class 28 contains 1402 members Mstep: Class 29 contains 10813 members Mstep: Class 30 contains 5436 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 11445 members Mstep: Class 33 contains 15034 members Mstep: Class 34 contains 893 members Mstep: Class 35 contains 265 members Mstep: Class 36 contains 4567 members Mstep: Class 37 contains 489 members Mstep: Class 38 contains 2099 members Mstep: Class 39 contains 6620 members Mstep: Class 40 contains 5325 members Mstep: Class 41 contains 2450 members Mstep: Class 42 contains 4917 members Mstep: Class 43 contains 2877 members Mstep: Class 44 contains 11653 members Mstep: Class 45 contains 2185 members Mstep: Class 46 contains 198 members Mstep: Class 47 contains 15366 members Mstep: Class 48 contains 532 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 656 members Mstep: Class 51 contains 958 members Mstep: Class 52 contains 1900 members Mstep: Class 53 contains 9781 members Mstep: Class 54 contains 1707 members Mstep: Class 55 contains 871 members Mstep: Class 56 contains 1170 members Mstep: Class 57 contains 2314 members Mstep: Class 58 contains 693 members Mstep: Class 59 contains 26456 members Mstep: Class 60 contains 4733 members Mstep: Class 61 contains 1985 members Mstep: Class 62 contains 2146 members Mstep: Class 63 contains 13399 members Mstep: Class 64 contains 3879 members Mstep: Class 65 contains 393 members Mstep: Class 66 contains 5668 members Mstep: Class 67 contains 250 members Mstep: Class 68 contains 7468 members Mstep: Class 69 contains 1865 members Mstep: Class 70 contains 34202 members Mstep: Class 71 contains 2608 members Mstep: Class 72 contains 1139 members Mstep: Class 73 contains 120 members Mstep: Class 74 contains 1562 members Mstep: Class 75 contains 17177 members Mstep: Class 76 contains 20292 members Mstep: Class 77 contains 46 members Mstep: Class 78 contains 3332 members Mstep: Class 79 contains 950 members Mstep: Class 80 contains 601 members Mstep: Class 81 contains 3671 members Entering Unmasked Estep ConsiderDeletion Score: -18636048.000000 Penalty: 34741.167969 Iteration 121Q: 82 clusters Score -1.863605e+07 nChanged 5813 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 1849 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 25396 members Mstep: Class 5 contains 5113 members Mstep: Class 6 contains 247 members Mstep: Class 7 contains 2654 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 928 members Mstep: Class 10 contains 7484 members Mstep: Class 11 contains 10469 members Mstep: Class 12 contains 1081 members Mstep: Class 13 contains 18766 members Mstep: Class 14 contains 2879 members Mstep: Class 15 contains 2776 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9545 members Mstep: Class 18 contains 377 members Mstep: Class 19 contains 800 members Mstep: Class 20 contains 3000 members Mstep: Class 21 contains 20049 members Mstep: Class 22 contains 1669 members Mstep: Class 23 contains 2031 members Mstep: Class 24 contains 4132 members Mstep: Class 25 contains 381 members Mstep: Class 26 contains 19624 members Mstep: Class 27 contains 983 members Mstep: Class 28 contains 1374 members Mstep: Class 29 contains 10854 members Mstep: Class 30 contains 5521 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 11234 members Mstep: Class 33 contains 14684 members Mstep: Class 34 contains 926 members Mstep: Class 35 contains 266 members Mstep: Class 36 contains 4458 members Mstep: Class 37 contains 496 members Mstep: Class 38 contains 2061 members Mstep: Class 39 contains 6587 members Mstep: Class 40 contains 5303 members Mstep: Class 41 contains 2434 members Mstep: Class 42 contains 4973 members Mstep: Class 43 contains 2890 members Mstep: Class 44 contains 11617 members Mstep: Class 45 contains 2239 members Mstep: Class 46 contains 203 members Mstep: Class 47 contains 14759 members Mstep: Class 48 contains 545 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 689 members Mstep: Class 51 contains 968 members Mstep: Class 52 contains 1809 members Mstep: Class 53 contains 9779 members Mstep: Class 54 contains 1859 members Mstep: Class 55 contains 904 members Mstep: Class 56 contains 1313 members Mstep: Class 57 contains 2314 members Mstep: Class 58 contains 750 members Mstep: Class 59 contains 26428 members Mstep: Class 60 contains 4655 members Mstep: Class 61 contains 2129 members Mstep: Class 62 contains 2151 members Mstep: Class 63 contains 13643 members Mstep: Class 64 contains 4000 members Mstep: Class 65 contains 401 members Mstep: Class 66 contains 5657 members Mstep: Class 67 contains 251 members Mstep: Class 68 contains 7438 members Mstep: Class 69 contains 1905 members Mstep: Class 70 contains 34253 members Mstep: Class 71 contains 2669 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 120 members Mstep: Class 74 contains 1613 members Mstep: Class 75 contains 17338 members Mstep: Class 76 contains 20258 members Mstep: Class 77 contains 48 members Mstep: Class 78 contains 3434 members Mstep: Class 79 contains 938 members Mstep: Class 80 contains 625 members Mstep: Class 81 contains 3665 members Entering Unmasked Estep ConsiderDeletion Score: -18639724.000000 Penalty: 34741.167969 Iteration 122Q: 82 clusters Score -1.863972e+07 nChanged 5042 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9473 members Mstep: Class 2 contains 1825 members Mstep: Class 3 contains 3822 members Mstep: Class 4 contains 25351 members Mstep: Class 5 contains 5110 members Mstep: Class 6 contains 252 members Mstep: Class 7 contains 2631 members Mstep: Class 8 contains 2349 members Mstep: Class 9 contains 934 members Mstep: Class 10 contains 7587 members Mstep: Class 11 contains 10014 members Mstep: Class 12 contains 1099 members Mstep: Class 13 contains 18627 members Mstep: Class 14 contains 3176 members Mstep: Class 15 contains 3139 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9637 members Mstep: Class 18 contains 400 members Mstep: Class 19 contains 813 members Mstep: Class 20 contains 3077 members Mstep: Class 21 contains 19707 members Mstep: Class 22 contains 1695 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 4082 members Mstep: Class 25 contains 433 members Mstep: Class 26 contains 19439 members Mstep: Class 27 contains 969 members Mstep: Class 28 contains 1359 members Mstep: Class 29 contains 10859 members Mstep: Class 30 contains 5651 members Mstep: Class 31 contains 339 members Mstep: Class 32 contains 11026 members Mstep: Class 33 contains 14407 members Mstep: Class 34 contains 934 members Mstep: Class 35 contains 266 members Mstep: Class 36 contains 4384 members Mstep: Class 37 contains 503 members Mstep: Class 38 contains 2023 members Mstep: Class 39 contains 6544 members Mstep: Class 40 contains 5280 members Mstep: Class 41 contains 2416 members Mstep: Class 42 contains 4982 members Mstep: Class 43 contains 2905 members Mstep: Class 44 contains 11566 members Mstep: Class 45 contains 2311 members Mstep: Class 46 contains 210 members Mstep: Class 47 contains 13893 members Mstep: Class 48 contains 558 members Mstep: Class 49 contains 3809 members Mstep: Class 50 contains 713 members Mstep: Class 51 contains 977 members Mstep: Class 52 contains 1739 members Mstep: Class 53 contains 9777 members Mstep: Class 54 contains 1979 members Mstep: Class 55 contains 919 members Mstep: Class 56 contains 1456 members Mstep: Class 57 contains 2306 members Mstep: Class 58 contains 774 members Mstep: Class 59 contains 26392 members Mstep: Class 60 contains 5045 members Mstep: Class 61 contains 2270 members Mstep: Class 62 contains 2165 members Mstep: Class 63 contains 13843 members Mstep: Class 64 contains 4105 members Mstep: Class 65 contains 408 members Mstep: Class 66 contains 5605 members Mstep: Class 67 contains 259 members Mstep: Class 68 contains 7417 members Mstep: Class 69 contains 1944 members Mstep: Class 70 contains 34340 members Mstep: Class 71 contains 2716 members Mstep: Class 72 contains 1116 members Mstep: Class 73 contains 123 members Mstep: Class 74 contains 1654 members Mstep: Class 75 contains 17495 members Mstep: Class 76 contains 20196 members Mstep: Class 77 contains 48 members Mstep: Class 78 contains 3540 members Mstep: Class 79 contains 926 members Mstep: Class 80 contains 647 members Mstep: Class 81 contains 3663 members Entering Unmasked Estep ConsiderDeletion Score: -18642762.000000 Penalty: 34741.167969 Iteration 123Q: 82 clusters Score -1.864276e+07 nChanged 4528 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 1808 members Mstep: Class 3 contains 3779 members Mstep: Class 4 contains 25323 members Mstep: Class 5 contains 5103 members Mstep: Class 6 contains 258 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 2362 members Mstep: Class 9 contains 939 members Mstep: Class 10 contains 7690 members Mstep: Class 11 contains 9568 members Mstep: Class 12 contains 1117 members Mstep: Class 13 contains 18488 members Mstep: Class 14 contains 3455 members Mstep: Class 15 contains 3505 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9692 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 823 members Mstep: Class 20 contains 3143 members Mstep: Class 21 contains 19382 members Mstep: Class 22 contains 1718 members Mstep: Class 23 contains 2182 members Mstep: Class 24 contains 4078 members Mstep: Class 25 contains 477 members Mstep: Class 26 contains 19288 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 1347 members Mstep: Class 29 contains 10835 members Mstep: Class 30 contains 5776 members Mstep: Class 31 contains 342 members Mstep: Class 32 contains 10844 members Mstep: Class 33 contains 14163 members Mstep: Class 34 contains 941 members Mstep: Class 35 contains 267 members Mstep: Class 36 contains 4327 members Mstep: Class 37 contains 512 members Mstep: Class 38 contains 1999 members Mstep: Class 39 contains 6492 members Mstep: Class 40 contains 5271 members Mstep: Class 41 contains 2407 members Mstep: Class 42 contains 4978 members Mstep: Class 43 contains 2931 members Mstep: Class 44 contains 11524 members Mstep: Class 45 contains 2365 members Mstep: Class 46 contains 215 members Mstep: Class 47 contains 12971 members Mstep: Class 48 contains 572 members Mstep: Class 49 contains 3812 members Mstep: Class 50 contains 734 members Mstep: Class 51 contains 989 members Mstep: Class 52 contains 1692 members Mstep: Class 53 contains 9783 members Mstep: Class 54 contains 2076 members Mstep: Class 55 contains 933 members Mstep: Class 56 contains 1555 members Mstep: Class 57 contains 2306 members Mstep: Class 58 contains 797 members Mstep: Class 59 contains 26376 members Mstep: Class 60 contains 5516 members Mstep: Class 61 contains 2377 members Mstep: Class 62 contains 2170 members Mstep: Class 63 contains 14052 members Mstep: Class 64 contains 4189 members Mstep: Class 65 contains 414 members Mstep: Class 66 contains 5550 members Mstep: Class 67 contains 263 members Mstep: Class 68 contains 7402 members Mstep: Class 69 contains 1984 members Mstep: Class 70 contains 34431 members Mstep: Class 71 contains 2742 members Mstep: Class 72 contains 1112 members Mstep: Class 73 contains 123 members Mstep: Class 74 contains 1682 members Mstep: Class 75 contains 17635 members Mstep: Class 76 contains 20143 members Mstep: Class 77 contains 52 members Mstep: Class 78 contains 3625 members Mstep: Class 79 contains 926 members Mstep: Class 80 contains 658 members Mstep: Class 81 contains 3666 members Entering Unmasked Estep ConsiderDeletion Score: -18645160.000000 Penalty: 34741.167969 Iteration 124Q: 82 clusters Score -1.864516e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 1794 members Mstep: Class 3 contains 3741 members Mstep: Class 4 contains 25330 members Mstep: Class 5 contains 5093 members Mstep: Class 6 contains 267 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 2372 members Mstep: Class 9 contains 945 members Mstep: Class 10 contains 7772 members Mstep: Class 11 contains 9191 members Mstep: Class 12 contains 1145 members Mstep: Class 13 contains 18375 members Mstep: Class 14 contains 3721 members Mstep: Class 15 contains 3812 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9740 members Mstep: Class 18 contains 441 members Mstep: Class 19 contains 826 members Mstep: Class 20 contains 3195 members Mstep: Class 21 contains 19072 members Mstep: Class 22 contains 1728 members Mstep: Class 23 contains 2226 members Mstep: Class 24 contains 4083 members Mstep: Class 25 contains 507 members Mstep: Class 26 contains 19139 members Mstep: Class 27 contains 940 members Mstep: Class 28 contains 1345 members Mstep: Class 29 contains 10787 members Mstep: Class 30 contains 5871 members Mstep: Class 31 contains 345 members Mstep: Class 32 contains 10685 members Mstep: Class 33 contains 13946 members Mstep: Class 34 contains 947 members Mstep: Class 35 contains 266 members Mstep: Class 36 contains 4295 members Mstep: Class 37 contains 524 members Mstep: Class 38 contains 1977 members Mstep: Class 39 contains 6455 members Mstep: Class 40 contains 5263 members Mstep: Class 41 contains 2398 members Mstep: Class 42 contains 4975 members Mstep: Class 43 contains 2951 members Mstep: Class 44 contains 11488 members Mstep: Class 45 contains 2430 members Mstep: Class 46 contains 224 members Mstep: Class 47 contains 12176 members Mstep: Class 48 contains 585 members Mstep: Class 49 contains 3810 members Mstep: Class 50 contains 751 members Mstep: Class 51 contains 989 members Mstep: Class 52 contains 1648 members Mstep: Class 53 contains 9793 members Mstep: Class 54 contains 2163 members Mstep: Class 55 contains 935 members Mstep: Class 56 contains 1633 members Mstep: Class 57 contains 2305 members Mstep: Class 58 contains 820 members Mstep: Class 59 contains 26371 members Mstep: Class 60 contains 5951 members Mstep: Class 61 contains 2437 members Mstep: Class 62 contains 2173 members Mstep: Class 63 contains 14256 members Mstep: Class 64 contains 4236 members Mstep: Class 65 contains 419 members Mstep: Class 66 contains 5474 members Mstep: Class 67 contains 270 members Mstep: Class 68 contains 7396 members Mstep: Class 69 contains 2026 members Mstep: Class 70 contains 34509 members Mstep: Class 71 contains 2762 members Mstep: Class 72 contains 1109 members Mstep: Class 73 contains 124 members Mstep: Class 74 contains 1702 members Mstep: Class 75 contains 17749 members Mstep: Class 76 contains 20100 members Mstep: Class 77 contains 55 members Mstep: Class 78 contains 3725 members Mstep: Class 79 contains 924 members Mstep: Class 80 contains 665 members Mstep: Class 81 contains 3673 members Entering Unmasked Estep ConsiderDeletion Score: -18646842.000000 Penalty: 34741.167969 Iteration 125Q: 82 clusters Score -1.864684e+07 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 1782 members Mstep: Class 3 contains 3723 members Mstep: Class 4 contains 25324 members Mstep: Class 5 contains 5078 members Mstep: Class 6 contains 270 members Mstep: Class 7 contains 2634 members Mstep: Class 8 contains 2384 members Mstep: Class 9 contains 948 members Mstep: Class 10 contains 7830 members Mstep: Class 11 contains 8934 members Mstep: Class 12 contains 1177 members Mstep: Class 13 contains 18281 members Mstep: Class 14 contains 3951 members Mstep: Class 15 contains 4033 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9794 members Mstep: Class 18 contains 461 members Mstep: Class 19 contains 826 members Mstep: Class 20 contains 3235 members Mstep: Class 21 contains 18788 members Mstep: Class 22 contains 1739 members Mstep: Class 23 contains 2218 members Mstep: Class 24 contains 4090 members Mstep: Class 25 contains 545 members Mstep: Class 26 contains 19027 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 1350 members Mstep: Class 29 contains 10720 members Mstep: Class 30 contains 5930 members Mstep: Class 31 contains 347 members Mstep: Class 32 contains 10543 members Mstep: Class 33 contains 13745 members Mstep: Class 34 contains 952 members Mstep: Class 35 contains 262 members Mstep: Class 36 contains 4256 members Mstep: Class 37 contains 534 members Mstep: Class 38 contains 1965 members Mstep: Class 39 contains 6421 members Mstep: Class 40 contains 5260 members Mstep: Class 41 contains 2399 members Mstep: Class 42 contains 4970 members Mstep: Class 43 contains 2973 members Mstep: Class 44 contains 11445 members Mstep: Class 45 contains 2485 members Mstep: Class 46 contains 228 members Mstep: Class 47 contains 11539 members Mstep: Class 48 contains 602 members Mstep: Class 49 contains 3809 members Mstep: Class 50 contains 765 members Mstep: Class 51 contains 994 members Mstep: Class 52 contains 1602 members Mstep: Class 53 contains 9817 members Mstep: Class 54 contains 2239 members Mstep: Class 55 contains 941 members Mstep: Class 56 contains 1646 members Mstep: Class 57 contains 2301 members Mstep: Class 58 contains 835 members Mstep: Class 59 contains 26345 members Mstep: Class 60 contains 6302 members Mstep: Class 61 contains 2525 members Mstep: Class 62 contains 2173 members Mstep: Class 63 contains 14496 members Mstep: Class 64 contains 4282 members Mstep: Class 65 contains 428 members Mstep: Class 66 contains 5402 members Mstep: Class 67 contains 271 members Mstep: Class 68 contains 7397 members Mstep: Class 69 contains 2065 members Mstep: Class 70 contains 34545 members Mstep: Class 71 contains 2781 members Mstep: Class 72 contains 1107 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1711 members Mstep: Class 75 contains 17870 members Mstep: Class 76 contains 20073 members Mstep: Class 77 contains 61 members Mstep: Class 78 contains 3811 members Mstep: Class 79 contains 917 members Mstep: Class 80 contains 666 members Mstep: Class 81 contains 3688 members Entering Unmasked Estep ConsiderDeletion Score: -18647980.000000 Penalty: 34741.167969 Iteration 126Q: 82 clusters Score -1.864798e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 1768 members Mstep: Class 3 contains 3699 members Mstep: Class 4 contains 25340 members Mstep: Class 5 contains 5067 members Mstep: Class 6 contains 274 members Mstep: Class 7 contains 2655 members Mstep: Class 8 contains 2407 members Mstep: Class 9 contains 955 members Mstep: Class 10 contains 7889 members Mstep: Class 11 contains 8767 members Mstep: Class 12 contains 1196 members Mstep: Class 13 contains 18166 members Mstep: Class 14 contains 4191 members Mstep: Class 15 contains 4169 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 9854 members Mstep: Class 18 contains 485 members Mstep: Class 19 contains 828 members Mstep: Class 20 contains 3265 members Mstep: Class 21 contains 18462 members Mstep: Class 22 contains 1753 members Mstep: Class 23 contains 2208 members Mstep: Class 24 contains 4125 members Mstep: Class 25 contains 590 members Mstep: Class 26 contains 18925 members Mstep: Class 27 contains 930 members Mstep: Class 28 contains 1353 members Mstep: Class 29 contains 10651 members Mstep: Class 30 contains 5966 members Mstep: Class 31 contains 347 members Mstep: Class 32 contains 10389 members Mstep: Class 33 contains 13592 members Mstep: Class 34 contains 950 members Mstep: Class 35 contains 258 members Mstep: Class 36 contains 4224 members Mstep: Class 37 contains 540 members Mstep: Class 38 contains 1956 members Mstep: Class 39 contains 6392 members Mstep: Class 40 contains 5259 members Mstep: Class 41 contains 2401 members Mstep: Class 42 contains 4965 members Mstep: Class 43 contains 3002 members Mstep: Class 44 contains 11422 members Mstep: Class 45 contains 2547 members Mstep: Class 46 contains 231 members Mstep: Class 47 contains 11007 members Mstep: Class 48 contains 615 members Mstep: Class 49 contains 3814 members Mstep: Class 50 contains 779 members Mstep: Class 51 contains 995 members Mstep: Class 52 contains 1536 members Mstep: Class 53 contains 9838 members Mstep: Class 54 contains 2333 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1641 members Mstep: Class 57 contains 2297 members Mstep: Class 58 contains 844 members Mstep: Class 59 contains 26344 members Mstep: Class 60 contains 6576 members Mstep: Class 61 contains 2605 members Mstep: Class 62 contains 2178 members Mstep: Class 63 contains 14707 members Mstep: Class 64 contains 4310 members Mstep: Class 65 contains 427 members Mstep: Class 66 contains 5323 members Mstep: Class 67 contains 270 members Mstep: Class 68 contains 7397 members Mstep: Class 69 contains 2102 members Mstep: Class 70 contains 34570 members Mstep: Class 71 contains 2797 members Mstep: Class 72 contains 1104 members Mstep: Class 73 contains 129 members Mstep: Class 74 contains 1722 members Mstep: Class 75 contains 17983 members Mstep: Class 76 contains 20053 members Mstep: Class 77 contains 67 members Mstep: Class 78 contains 3886 members Mstep: Class 79 contains 903 members Mstep: Class 80 contains 671 members Mstep: Class 81 contains 3708 members Entering Unmasked Estep ConsiderDeletion Score: -18649044.000000 Penalty: 34741.167969 Iteration 127Q: 82 clusters Score -1.864904e+07 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 1756 members Mstep: Class 3 contains 3679 members Mstep: Class 4 contains 25375 members Mstep: Class 5 contains 5070 members Mstep: Class 6 contains 275 members Mstep: Class 7 contains 2654 members Mstep: Class 8 contains 2426 members Mstep: Class 9 contains 957 members Mstep: Class 10 contains 7948 members Mstep: Class 11 contains 8697 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 18069 members Mstep: Class 14 contains 4400 members Mstep: Class 15 contains 4241 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 504 members Mstep: Class 19 contains 829 members Mstep: Class 20 contains 3297 members Mstep: Class 21 contains 18181 members Mstep: Class 22 contains 1752 members Mstep: Class 23 contains 2184 members Mstep: Class 24 contains 4173 members Mstep: Class 25 contains 634 members Mstep: Class 26 contains 18829 members Mstep: Class 27 contains 926 members Mstep: Class 28 contains 1357 members Mstep: Class 29 contains 10591 members Mstep: Class 30 contains 5993 members Mstep: Class 31 contains 349 members Mstep: Class 32 contains 10262 members Mstep: Class 33 contains 13449 members Mstep: Class 34 contains 948 members Mstep: Class 35 contains 255 members Mstep: Class 36 contains 4196 members Mstep: Class 37 contains 550 members Mstep: Class 38 contains 1953 members Mstep: Class 39 contains 6364 members Mstep: Class 40 contains 5253 members Mstep: Class 41 contains 2403 members Mstep: Class 42 contains 4960 members Mstep: Class 43 contains 3025 members Mstep: Class 44 contains 11403 members Mstep: Class 45 contains 2608 members Mstep: Class 46 contains 241 members Mstep: Class 47 contains 10559 members Mstep: Class 48 contains 629 members Mstep: Class 49 contains 3818 members Mstep: Class 50 contains 792 members Mstep: Class 51 contains 994 members Mstep: Class 52 contains 1489 members Mstep: Class 53 contains 9854 members Mstep: Class 54 contains 2409 members Mstep: Class 55 contains 955 members Mstep: Class 56 contains 1632 members Mstep: Class 57 contains 2296 members Mstep: Class 58 contains 852 members Mstep: Class 59 contains 26347 members Mstep: Class 60 contains 6786 members Mstep: Class 61 contains 2693 members Mstep: Class 62 contains 2181 members Mstep: Class 63 contains 14909 members Mstep: Class 64 contains 4319 members Mstep: Class 65 contains 427 members Mstep: Class 66 contains 5236 members Mstep: Class 67 contains 274 members Mstep: Class 68 contains 7399 members Mstep: Class 69 contains 2141 members Mstep: Class 70 contains 34578 members Mstep: Class 71 contains 2808 members Mstep: Class 72 contains 1106 members Mstep: Class 73 contains 129 members Mstep: Class 74 contains 1729 members Mstep: Class 75 contains 18073 members Mstep: Class 76 contains 20044 members Mstep: Class 77 contains 69 members Mstep: Class 78 contains 3956 members Mstep: Class 79 contains 902 members Mstep: Class 80 contains 672 members Mstep: Class 81 contains 3716 members Entering Unmasked Estep ConsiderDeletion Score: -18649650.000000 Penalty: 34741.167969 Iteration 128Q: 82 clusters Score -1.864965e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9682 members Mstep: Class 2 contains 1752 members Mstep: Class 3 contains 3655 members Mstep: Class 4 contains 25390 members Mstep: Class 5 contains 5063 members Mstep: Class 6 contains 276 members Mstep: Class 7 contains 2650 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 960 members Mstep: Class 10 contains 8003 members Mstep: Class 11 contains 8655 members Mstep: Class 12 contains 1206 members Mstep: Class 13 contains 17995 members Mstep: Class 14 contains 4589 members Mstep: Class 15 contains 4294 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 9904 members Mstep: Class 18 contains 519 members Mstep: Class 19 contains 833 members Mstep: Class 20 contains 3322 members Mstep: Class 21 contains 17953 members Mstep: Class 22 contains 1748 members Mstep: Class 23 contains 2168 members Mstep: Class 24 contains 4239 members Mstep: Class 25 contains 654 members Mstep: Class 26 contains 18755 members Mstep: Class 27 contains 929 members Mstep: Class 28 contains 1358 members Mstep: Class 29 contains 10540 members Mstep: Class 30 contains 6022 members Mstep: Class 31 contains 351 members Mstep: Class 32 contains 10140 members Mstep: Class 33 contains 13306 members Mstep: Class 34 contains 948 members Mstep: Class 35 contains 256 members Mstep: Class 36 contains 4171 members Mstep: Class 37 contains 561 members Mstep: Class 38 contains 1950 members Mstep: Class 39 contains 6345 members Mstep: Class 40 contains 5248 members Mstep: Class 41 contains 2400 members Mstep: Class 42 contains 4955 members Mstep: Class 43 contains 3051 members Mstep: Class 44 contains 11389 members Mstep: Class 45 contains 2680 members Mstep: Class 46 contains 252 members Mstep: Class 47 contains 10212 members Mstep: Class 48 contains 646 members Mstep: Class 49 contains 3818 members Mstep: Class 50 contains 796 members Mstep: Class 51 contains 994 members Mstep: Class 52 contains 1464 members Mstep: Class 53 contains 9867 members Mstep: Class 54 contains 2485 members Mstep: Class 55 contains 966 members Mstep: Class 56 contains 1613 members Mstep: Class 57 contains 2294 members Mstep: Class 58 contains 863 members Mstep: Class 59 contains 26341 members Mstep: Class 60 contains 6911 members Mstep: Class 61 contains 2771 members Mstep: Class 62 contains 2181 members Mstep: Class 63 contains 15087 members Mstep: Class 64 contains 4324 members Mstep: Class 65 contains 421 members Mstep: Class 66 contains 5134 members Mstep: Class 67 contains 277 members Mstep: Class 68 contains 7393 members Mstep: Class 69 contains 2180 members Mstep: Class 70 contains 34587 members Mstep: Class 71 contains 2814 members Mstep: Class 72 contains 1108 members Mstep: Class 73 contains 129 members Mstep: Class 74 contains 1733 members Mstep: Class 75 contains 18149 members Mstep: Class 76 contains 20041 members Mstep: Class 77 contains 70 members Mstep: Class 78 contains 4014 members Mstep: Class 79 contains 900 members Mstep: Class 80 contains 675 members Mstep: Class 81 contains 3725 members Entering Unmasked Estep ConsiderDeletion Score: -18650174.000000 Penalty: 34741.167969 Iteration 129Q: 82 clusters Score -1.865017e+07 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 1748 members Mstep: Class 3 contains 3623 members Mstep: Class 4 contains 25411 members Mstep: Class 5 contains 5050 members Mstep: Class 6 contains 277 members Mstep: Class 7 contains 2637 members Mstep: Class 8 contains 2459 members Mstep: Class 9 contains 959 members Mstep: Class 10 contains 8043 members Mstep: Class 11 contains 8630 members Mstep: Class 12 contains 1207 members Mstep: Class 13 contains 17921 members Mstep: Class 14 contains 4727 members Mstep: Class 15 contains 4335 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 9948 members Mstep: Class 18 contains 531 members Mstep: Class 19 contains 838 members Mstep: Class 20 contains 3352 members Mstep: Class 21 contains 17757 members Mstep: Class 22 contains 1751 members Mstep: Class 23 contains 2153 members Mstep: Class 24 contains 4316 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 18693 members Mstep: Class 27 contains 931 members Mstep: Class 28 contains 1357 members Mstep: Class 29 contains 10490 members Mstep: Class 30 contains 6048 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 10019 members Mstep: Class 33 contains 13173 members Mstep: Class 34 contains 944 members Mstep: Class 35 contains 251 members Mstep: Class 36 contains 4152 members Mstep: Class 37 contains 567 members Mstep: Class 38 contains 1950 members Mstep: Class 39 contains 6328 members Mstep: Class 40 contains 5246 members Mstep: Class 41 contains 2398 members Mstep: Class 42 contains 4949 members Mstep: Class 43 contains 3091 members Mstep: Class 44 contains 11378 members Mstep: Class 45 contains 2737 members Mstep: Class 46 contains 259 members Mstep: Class 47 contains 9935 members Mstep: Class 48 contains 657 members Mstep: Class 49 contains 3820 members Mstep: Class 50 contains 801 members Mstep: Class 51 contains 992 members Mstep: Class 52 contains 1450 members Mstep: Class 53 contains 9895 members Mstep: Class 54 contains 2543 members Mstep: Class 55 contains 977 members Mstep: Class 56 contains 1593 members Mstep: Class 57 contains 2294 members Mstep: Class 58 contains 870 members Mstep: Class 59 contains 26337 members Mstep: Class 60 contains 6993 members Mstep: Class 61 contains 2835 members Mstep: Class 62 contains 2179 members Mstep: Class 63 contains 15243 members Mstep: Class 64 contains 4318 members Mstep: Class 65 contains 421 members Mstep: Class 66 contains 5043 members Mstep: Class 67 contains 277 members Mstep: Class 68 contains 7387 members Mstep: Class 69 contains 2217 members Mstep: Class 70 contains 34586 members Mstep: Class 71 contains 2823 members Mstep: Class 72 contains 1113 members Mstep: Class 73 contains 129 members Mstep: Class 74 contains 1736 members Mstep: Class 75 contains 18232 members Mstep: Class 76 contains 20040 members Mstep: Class 77 contains 72 members Mstep: Class 78 contains 4065 members Mstep: Class 79 contains 902 members Mstep: Class 80 contains 683 members Mstep: Class 81 contains 3735 members Entering Unmasked Estep ConsiderDeletion Score: -18650562.000000 Penalty: 34741.167969 Iteration 130Q: 82 clusters Score -1.865056e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 1744 members Mstep: Class 3 contains 3599 members Mstep: Class 4 contains 25434 members Mstep: Class 5 contains 5037 members Mstep: Class 6 contains 280 members Mstep: Class 7 contains 2623 members Mstep: Class 8 contains 2477 members Mstep: Class 9 contains 960 members Mstep: Class 10 contains 8070 members Mstep: Class 11 contains 8617 members Mstep: Class 12 contains 1205 members Mstep: Class 13 contains 17849 members Mstep: Class 14 contains 4852 members Mstep: Class 15 contains 4356 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 9990 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 842 members Mstep: Class 20 contains 3385 members Mstep: Class 21 contains 17575 members Mstep: Class 22 contains 1761 members Mstep: Class 23 contains 2139 members Mstep: Class 24 contains 4419 members Mstep: Class 25 contains 668 members Mstep: Class 26 contains 18637 members Mstep: Class 27 contains 928 members Mstep: Class 28 contains 1358 members Mstep: Class 29 contains 10440 members Mstep: Class 30 contains 6074 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 9906 members Mstep: Class 33 contains 13057 members Mstep: Class 34 contains 941 members Mstep: Class 35 contains 249 members Mstep: Class 36 contains 4148 members Mstep: Class 37 contains 571 members Mstep: Class 38 contains 1947 members Mstep: Class 39 contains 6305 members Mstep: Class 40 contains 5244 members Mstep: Class 41 contains 2398 members Mstep: Class 42 contains 4946 members Mstep: Class 43 contains 3122 members Mstep: Class 44 contains 11366 members Mstep: Class 45 contains 2791 members Mstep: Class 46 contains 263 members Mstep: Class 47 contains 9721 members Mstep: Class 48 contains 665 members Mstep: Class 49 contains 3824 members Mstep: Class 50 contains 803 members Mstep: Class 51 contains 989 members Mstep: Class 52 contains 1438 members Mstep: Class 53 contains 9914 members Mstep: Class 54 contains 2594 members Mstep: Class 55 contains 978 members Mstep: Class 56 contains 1579 members Mstep: Class 57 contains 2290 members Mstep: Class 58 contains 878 members Mstep: Class 59 contains 26347 members Mstep: Class 60 contains 7047 members Mstep: Class 61 contains 2885 members Mstep: Class 62 contains 2180 members Mstep: Class 63 contains 15371 members Mstep: Class 64 contains 4307 members Mstep: Class 65 contains 425 members Mstep: Class 66 contains 4929 members Mstep: Class 67 contains 280 members Mstep: Class 68 contains 7383 members Mstep: Class 69 contains 2258 members Mstep: Class 70 contains 34584 members Mstep: Class 71 contains 2830 members Mstep: Class 72 contains 1116 members Mstep: Class 73 contains 130 members Mstep: Class 74 contains 1736 members Mstep: Class 75 contains 18313 members Mstep: Class 76 contains 20037 members Mstep: Class 77 contains 72 members Mstep: Class 78 contains 4115 members Mstep: Class 79 contains 903 members Mstep: Class 80 contains 691 members Mstep: Class 81 contains 3742 members Entering Unmasked Estep ConsiderDeletion Score: -18650886.000000 Penalty: 34741.167969 Iteration 131Q: 82 clusters Score -1.865089e+07 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 1740 members Mstep: Class 3 contains 3585 members Mstep: Class 4 contains 25458 members Mstep: Class 5 contains 5018 members Mstep: Class 6 contains 284 members Mstep: Class 7 contains 2617 members Mstep: Class 8 contains 2504 members Mstep: Class 9 contains 959 members Mstep: Class 10 contains 8099 members Mstep: Class 11 contains 8611 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17803 members Mstep: Class 14 contains 4964 members Mstep: Class 15 contains 4366 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10029 members Mstep: Class 18 contains 548 members Mstep: Class 19 contains 842 members Mstep: Class 20 contains 3424 members Mstep: Class 21 contains 17422 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 4529 members Mstep: Class 25 contains 673 members Mstep: Class 26 contains 18575 members Mstep: Class 27 contains 931 members Mstep: Class 28 contains 1349 members Mstep: Class 29 contains 10371 members Mstep: Class 30 contains 6107 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 9809 members Mstep: Class 33 contains 12941 members Mstep: Class 34 contains 943 members Mstep: Class 35 contains 247 members Mstep: Class 36 contains 4140 members Mstep: Class 37 contains 576 members Mstep: Class 38 contains 1945 members Mstep: Class 39 contains 6292 members Mstep: Class 40 contains 5244 members Mstep: Class 41 contains 2396 members Mstep: Class 42 contains 4942 members Mstep: Class 43 contains 3144 members Mstep: Class 44 contains 11350 members Mstep: Class 45 contains 2818 members Mstep: Class 46 contains 270 members Mstep: Class 47 contains 9577 members Mstep: Class 48 contains 675 members Mstep: Class 49 contains 3822 members Mstep: Class 50 contains 804 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1430 members Mstep: Class 53 contains 9925 members Mstep: Class 54 contains 2654 members Mstep: Class 55 contains 970 members Mstep: Class 56 contains 1570 members Mstep: Class 57 contains 2286 members Mstep: Class 58 contains 890 members Mstep: Class 59 contains 26339 members Mstep: Class 60 contains 7076 members Mstep: Class 61 contains 2924 members Mstep: Class 62 contains 2185 members Mstep: Class 63 contains 15482 members Mstep: Class 64 contains 4292 members Mstep: Class 65 contains 429 members Mstep: Class 66 contains 4814 members Mstep: Class 67 contains 278 members Mstep: Class 68 contains 7376 members Mstep: Class 69 contains 2307 members Mstep: Class 70 contains 34578 members Mstep: Class 71 contains 2831 members Mstep: Class 72 contains 1110 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1742 members Mstep: Class 75 contains 18375 members Mstep: Class 76 contains 20037 members Mstep: Class 77 contains 72 members Mstep: Class 78 contains 4168 members Mstep: Class 79 contains 905 members Mstep: Class 80 contains 701 members Mstep: Class 81 contains 3751 members Entering Unmasked Estep ConsiderDeletion Score: -18651208.000000 Penalty: 34741.167969 Iteration 132Q: 82 clusters Score -1.865121e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9731 members Mstep: Class 2 contains 1734 members Mstep: Class 3 contains 3568 members Mstep: Class 4 contains 25467 members Mstep: Class 5 contains 4988 members Mstep: Class 6 contains 287 members Mstep: Class 7 contains 2611 members Mstep: Class 8 contains 2537 members Mstep: Class 9 contains 958 members Mstep: Class 10 contains 8124 members Mstep: Class 11 contains 8608 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17765 members Mstep: Class 14 contains 5055 members Mstep: Class 15 contains 4372 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10058 members Mstep: Class 18 contains 546 members Mstep: Class 19 contains 843 members Mstep: Class 20 contains 3451 members Mstep: Class 21 contains 17301 members Mstep: Class 22 contains 1789 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 4629 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 18522 members Mstep: Class 27 contains 929 members Mstep: Class 28 contains 1337 members Mstep: Class 29 contains 10297 members Mstep: Class 30 contains 6141 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 9717 members Mstep: Class 33 contains 12855 members Mstep: Class 34 contains 950 members Mstep: Class 35 contains 248 members Mstep: Class 36 contains 4130 members Mstep: Class 37 contains 582 members Mstep: Class 38 contains 1938 members Mstep: Class 39 contains 6281 members Mstep: Class 40 contains 5239 members Mstep: Class 41 contains 2395 members Mstep: Class 42 contains 4936 members Mstep: Class 43 contains 3168 members Mstep: Class 44 contains 11331 members Mstep: Class 45 contains 2835 members Mstep: Class 46 contains 275 members Mstep: Class 47 contains 9457 members Mstep: Class 48 contains 688 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 807 members Mstep: Class 51 contains 983 members Mstep: Class 52 contains 1431 members Mstep: Class 53 contains 9942 members Mstep: Class 54 contains 2701 members Mstep: Class 55 contains 966 members Mstep: Class 56 contains 1573 members Mstep: Class 57 contains 2284 members Mstep: Class 58 contains 903 members Mstep: Class 59 contains 26334 members Mstep: Class 60 contains 7099 members Mstep: Class 61 contains 2944 members Mstep: Class 62 contains 2186 members Mstep: Class 63 contains 15585 members Mstep: Class 64 contains 4272 members Mstep: Class 65 contains 425 members Mstep: Class 66 contains 4700 members Mstep: Class 67 contains 277 members Mstep: Class 68 contains 7372 members Mstep: Class 69 contains 2354 members Mstep: Class 70 contains 34583 members Mstep: Class 71 contains 2828 members Mstep: Class 72 contains 1110 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1752 members Mstep: Class 75 contains 18443 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 72 members Mstep: Class 78 contains 4204 members Mstep: Class 79 contains 916 members Mstep: Class 80 contains 711 members Mstep: Class 81 contains 3756 members Entering Unmasked Estep ConsiderDeletion Score: -18651308.000000 Penalty: 34741.167969 Iteration 133Q: 82 clusters Score -1.865131e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9733 members Mstep: Class 2 contains 1733 members Mstep: Class 3 contains 3545 members Mstep: Class 4 contains 25478 members Mstep: Class 5 contains 4951 members Mstep: Class 6 contains 288 members Mstep: Class 7 contains 2601 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8150 members Mstep: Class 11 contains 8605 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17739 members Mstep: Class 14 contains 5146 members Mstep: Class 15 contains 4372 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10073 members Mstep: Class 18 contains 541 members Mstep: Class 19 contains 845 members Mstep: Class 20 contains 3478 members Mstep: Class 21 contains 17198 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2154 members Mstep: Class 24 contains 4710 members Mstep: Class 25 contains 690 members Mstep: Class 26 contains 18474 members Mstep: Class 27 contains 927 members Mstep: Class 28 contains 1323 members Mstep: Class 29 contains 10229 members Mstep: Class 30 contains 6176 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 9641 members Mstep: Class 33 contains 12763 members Mstep: Class 34 contains 955 members Mstep: Class 35 contains 248 members Mstep: Class 36 contains 4120 members Mstep: Class 37 contains 585 members Mstep: Class 38 contains 1932 members Mstep: Class 39 contains 6255 members Mstep: Class 40 contains 5235 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4934 members Mstep: Class 43 contains 3199 members Mstep: Class 44 contains 11321 members Mstep: Class 45 contains 2859 members Mstep: Class 46 contains 278 members Mstep: Class 47 contains 9341 members Mstep: Class 48 contains 701 members Mstep: Class 49 contains 3823 members Mstep: Class 50 contains 811 members Mstep: Class 51 contains 980 members Mstep: Class 52 contains 1425 members Mstep: Class 53 contains 9945 members Mstep: Class 54 contains 2745 members Mstep: Class 55 contains 968 members Mstep: Class 56 contains 1576 members Mstep: Class 57 contains 2283 members Mstep: Class 58 contains 916 members Mstep: Class 59 contains 26332 members Mstep: Class 60 contains 7118 members Mstep: Class 61 contains 2973 members Mstep: Class 62 contains 2186 members Mstep: Class 63 contains 15666 members Mstep: Class 64 contains 4256 members Mstep: Class 65 contains 419 members Mstep: Class 66 contains 4598 members Mstep: Class 67 contains 275 members Mstep: Class 68 contains 7370 members Mstep: Class 69 contains 2393 members Mstep: Class 70 contains 34592 members Mstep: Class 71 contains 2826 members Mstep: Class 72 contains 1113 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1758 members Mstep: Class 75 contains 18511 members Mstep: Class 76 contains 20030 members Mstep: Class 77 contains 72 members Mstep: Class 78 contains 4240 members Mstep: Class 79 contains 921 members Mstep: Class 80 contains 719 members Mstep: Class 81 contains 3760 members Entering Unmasked Estep ConsiderDeletion Score: -18651574.000000 Penalty: 34741.167969 Iteration 134Q: 82 clusters Score -1.865157e+07 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 1728 members Mstep: Class 3 contains 3536 members Mstep: Class 4 contains 25483 members Mstep: Class 5 contains 4922 members Mstep: Class 6 contains 289 members Mstep: Class 7 contains 2592 members Mstep: Class 8 contains 2609 members Mstep: Class 9 contains 958 members Mstep: Class 10 contains 8168 members Mstep: Class 11 contains 8602 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 17706 members Mstep: Class 14 contains 5224 members Mstep: Class 15 contains 4374 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10094 members Mstep: Class 18 contains 533 members Mstep: Class 19 contains 849 members Mstep: Class 20 contains 3491 members Mstep: Class 21 contains 17103 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2160 members Mstep: Class 24 contains 4772 members Mstep: Class 25 contains 702 members Mstep: Class 26 contains 18420 members Mstep: Class 27 contains 927 members Mstep: Class 28 contains 1311 members Mstep: Class 29 contains 10162 members Mstep: Class 30 contains 6200 members Mstep: Class 31 contains 354 members Mstep: Class 32 contains 9565 members Mstep: Class 33 contains 12705 members Mstep: Class 34 contains 961 members Mstep: Class 35 contains 246 members Mstep: Class 36 contains 4110 members Mstep: Class 37 contains 590 members Mstep: Class 38 contains 1928 members Mstep: Class 39 contains 6232 members Mstep: Class 40 contains 5234 members Mstep: Class 41 contains 2390 members Mstep: Class 42 contains 4931 members Mstep: Class 43 contains 3233 members Mstep: Class 44 contains 11313 members Mstep: Class 45 contains 2863 members Mstep: Class 46 contains 278 members Mstep: Class 47 contains 9252 members Mstep: Class 48 contains 710 members Mstep: Class 49 contains 3824 members Mstep: Class 50 contains 818 members Mstep: Class 51 contains 980 members Mstep: Class 52 contains 1422 members Mstep: Class 53 contains 9947 members Mstep: Class 54 contains 2788 members Mstep: Class 55 contains 973 members Mstep: Class 56 contains 1580 members Mstep: Class 57 contains 2281 members Mstep: Class 58 contains 924 members Mstep: Class 59 contains 26335 members Mstep: Class 60 contains 7132 members Mstep: Class 61 contains 3008 members Mstep: Class 62 contains 2186 members Mstep: Class 63 contains 15731 members Mstep: Class 64 contains 4241 members Mstep: Class 65 contains 418 members Mstep: Class 66 contains 4495 members Mstep: Class 67 contains 275 members Mstep: Class 68 contains 7365 members Mstep: Class 69 contains 2432 members Mstep: Class 70 contains 34616 members Mstep: Class 71 contains 2823 members Mstep: Class 72 contains 1117 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1771 members Mstep: Class 75 contains 18580 members Mstep: Class 76 contains 20028 members Mstep: Class 77 contains 73 members Mstep: Class 78 contains 4280 members Mstep: Class 79 contains 924 members Mstep: Class 80 contains 725 members Mstep: Class 81 contains 3761 members Entering Unmasked Estep ConsiderDeletion Score: -18651710.000000 Penalty: 34741.167969 Iteration 135Q: 82 clusters Score -1.865171e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 1724 members Mstep: Class 3 contains 3529 members Mstep: Class 4 contains 25490 members Mstep: Class 5 contains 4889 members Mstep: Class 6 contains 292 members Mstep: Class 7 contains 2583 members Mstep: Class 8 contains 2654 members Mstep: Class 9 contains 961 members Mstep: Class 10 contains 8192 members Mstep: Class 11 contains 8600 members Mstep: Class 12 contains 1200 members Mstep: Class 13 contains 17676 members Mstep: Class 14 contains 5292 members Mstep: Class 15 contains 4374 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10096 members Mstep: Class 18 contains 534 members Mstep: Class 19 contains 851 members Mstep: Class 20 contains 3506 members Mstep: Class 21 contains 17024 members Mstep: Class 22 contains 1824 members Mstep: Class 23 contains 2159 members Mstep: Class 24 contains 4836 members Mstep: Class 25 contains 707 members Mstep: Class 26 contains 18373 members Mstep: Class 27 contains 925 members Mstep: Class 28 contains 1302 members Mstep: Class 29 contains 10091 members Mstep: Class 30 contains 6223 members Mstep: Class 31 contains 356 members Mstep: Class 32 contains 9485 members Mstep: Class 33 contains 12651 members Mstep: Class 34 contains 959 members Mstep: Class 35 contains 244 members Mstep: Class 36 contains 4104 members Mstep: Class 37 contains 595 members Mstep: Class 38 contains 1921 members Mstep: Class 39 contains 6203 members Mstep: Class 40 contains 5232 members Mstep: Class 41 contains 2391 members Mstep: Class 42 contains 4930 members Mstep: Class 43 contains 3260 members Mstep: Class 44 contains 11308 members Mstep: Class 45 contains 2879 members Mstep: Class 46 contains 279 members Mstep: Class 47 contains 9173 members Mstep: Class 48 contains 721 members Mstep: Class 49 contains 3825 members Mstep: Class 50 contains 827 members Mstep: Class 51 contains 980 members Mstep: Class 52 contains 1422 members Mstep: Class 53 contains 9950 members Mstep: Class 54 contains 2822 members Mstep: Class 55 contains 973 members Mstep: Class 56 contains 1581 members Mstep: Class 57 contains 2276 members Mstep: Class 58 contains 926 members Mstep: Class 59 contains 26335 members Mstep: Class 60 contains 7138 members Mstep: Class 61 contains 3030 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 15793 members Mstep: Class 64 contains 4226 members Mstep: Class 65 contains 417 members Mstep: Class 66 contains 4397 members Mstep: Class 67 contains 277 members Mstep: Class 68 contains 7367 members Mstep: Class 69 contains 2465 members Mstep: Class 70 contains 34636 members Mstep: Class 71 contains 2822 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1774 members Mstep: Class 75 contains 18665 members Mstep: Class 76 contains 20028 members Mstep: Class 77 contains 75 members Mstep: Class 78 contains 4313 members Mstep: Class 79 contains 924 members Mstep: Class 80 contains 728 members Mstep: Class 81 contains 3765 members Entering Unmasked Estep ConsiderDeletion Score: -18651750.000000 Penalty: 34741.167969 Iteration 136Q: 82 clusters Score -1.865175e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 1717 members Mstep: Class 3 contains 3522 members Mstep: Class 4 contains 25504 members Mstep: Class 5 contains 4860 members Mstep: Class 6 contains 294 members Mstep: Class 7 contains 2576 members Mstep: Class 8 contains 2707 members Mstep: Class 9 contains 964 members Mstep: Class 10 contains 8213 members Mstep: Class 11 contains 8599 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 17659 members Mstep: Class 14 contains 5346 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10106 members Mstep: Class 18 contains 534 members Mstep: Class 19 contains 857 members Mstep: Class 20 contains 3521 members Mstep: Class 21 contains 16968 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 2169 members Mstep: Class 24 contains 4878 members Mstep: Class 25 contains 710 members Mstep: Class 26 contains 18328 members Mstep: Class 27 contains 925 members Mstep: Class 28 contains 1299 members Mstep: Class 29 contains 10017 members Mstep: Class 30 contains 6247 members Mstep: Class 31 contains 358 members Mstep: Class 32 contains 9418 members Mstep: Class 33 contains 12606 members Mstep: Class 34 contains 957 members Mstep: Class 35 contains 241 members Mstep: Class 36 contains 4096 members Mstep: Class 37 contains 601 members Mstep: Class 38 contains 1914 members Mstep: Class 39 contains 6179 members Mstep: Class 40 contains 5229 members Mstep: Class 41 contains 2390 members Mstep: Class 42 contains 4929 members Mstep: Class 43 contains 3282 members Mstep: Class 44 contains 11301 members Mstep: Class 45 contains 2897 members Mstep: Class 46 contains 281 members Mstep: Class 47 contains 9099 members Mstep: Class 48 contains 730 members Mstep: Class 49 contains 3826 members Mstep: Class 50 contains 835 members Mstep: Class 51 contains 979 members Mstep: Class 52 contains 1420 members Mstep: Class 53 contains 9951 members Mstep: Class 54 contains 2850 members Mstep: Class 55 contains 972 members Mstep: Class 56 contains 1583 members Mstep: Class 57 contains 2273 members Mstep: Class 58 contains 930 members Mstep: Class 59 contains 26324 members Mstep: Class 60 contains 7143 members Mstep: Class 61 contains 3044 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 15850 members Mstep: Class 64 contains 4202 members Mstep: Class 65 contains 422 members Mstep: Class 66 contains 4318 members Mstep: Class 67 contains 280 members Mstep: Class 68 contains 7373 members Mstep: Class 69 contains 2490 members Mstep: Class 70 contains 34653 members Mstep: Class 71 contains 2818 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 131 members Mstep: Class 74 contains 1769 members Mstep: Class 75 contains 18734 members Mstep: Class 76 contains 20028 members Mstep: Class 77 contains 76 members Mstep: Class 78 contains 4342 members Mstep: Class 79 contains 925 members Mstep: Class 80 contains 730 members Mstep: Class 81 contains 3765 members Entering Unmasked Estep ConsiderDeletion Score: -18651732.000000 Penalty: 34741.167969 Iteration 137Q: 82 clusters Score -1.865173e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 1712 members Mstep: Class 3 contains 3510 members Mstep: Class 4 contains 25498 members Mstep: Class 5 contains 4839 members Mstep: Class 6 contains 297 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 2758 members Mstep: Class 9 contains 965 members Mstep: Class 10 contains 8236 members Mstep: Class 11 contains 8597 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17643 members Mstep: Class 14 contains 5373 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10114 members Mstep: Class 18 contains 535 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 3533 members Mstep: Class 21 contains 16932 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 2190 members Mstep: Class 24 contains 4918 members Mstep: Class 25 contains 717 members Mstep: Class 26 contains 18286 members Mstep: Class 27 contains 926 members Mstep: Class 28 contains 1291 members Mstep: Class 29 contains 9949 members Mstep: Class 30 contains 6265 members Mstep: Class 31 contains 361 members Mstep: Class 32 contains 9358 members Mstep: Class 33 contains 12565 members Mstep: Class 34 contains 958 members Mstep: Class 35 contains 240 members Mstep: Class 36 contains 4083 members Mstep: Class 37 contains 604 members Mstep: Class 38 contains 1912 members Mstep: Class 39 contains 6158 members Mstep: Class 40 contains 5224 members Mstep: Class 41 contains 2389 members Mstep: Class 42 contains 4926 members Mstep: Class 43 contains 3294 members Mstep: Class 44 contains 11297 members Mstep: Class 45 contains 2905 members Mstep: Class 46 contains 283 members Mstep: Class 47 contains 9024 members Mstep: Class 48 contains 738 members Mstep: Class 49 contains 3827 members Mstep: Class 50 contains 841 members Mstep: Class 51 contains 978 members Mstep: Class 52 contains 1418 members Mstep: Class 53 contains 9945 members Mstep: Class 54 contains 2871 members Mstep: Class 55 contains 973 members Mstep: Class 56 contains 1585 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 935 members Mstep: Class 59 contains 26326 members Mstep: Class 60 contains 7148 members Mstep: Class 61 contains 3060 members Mstep: Class 62 contains 2184 members Mstep: Class 63 contains 15910 members Mstep: Class 64 contains 4189 members Mstep: Class 65 contains 422 members Mstep: Class 66 contains 4254 members Mstep: Class 67 contains 281 members Mstep: Class 68 contains 7377 members Mstep: Class 69 contains 2513 members Mstep: Class 70 contains 34665 members Mstep: Class 71 contains 2814 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 130 members Mstep: Class 74 contains 1768 members Mstep: Class 75 contains 18808 members Mstep: Class 76 contains 20027 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4366 members Mstep: Class 79 contains 928 members Mstep: Class 80 contains 733 members Mstep: Class 81 contains 3765 members Entering Unmasked Estep ConsiderDeletion Score: -18651820.000000 Penalty: 34741.167969 Iteration 138Q: 82 clusters Score -1.865182e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 1705 members Mstep: Class 3 contains 3501 members Mstep: Class 4 contains 25488 members Mstep: Class 5 contains 4827 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2578 members Mstep: Class 8 contains 2799 members Mstep: Class 9 contains 967 members Mstep: Class 10 contains 8251 members Mstep: Class 11 contains 8594 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 17626 members Mstep: Class 14 contains 5403 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10124 members Mstep: Class 18 contains 536 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 3541 members Mstep: Class 21 contains 16896 members Mstep: Class 22 contains 1859 members Mstep: Class 23 contains 2201 members Mstep: Class 24 contains 4947 members Mstep: Class 25 contains 718 members Mstep: Class 26 contains 18248 members Mstep: Class 27 contains 927 members Mstep: Class 28 contains 1284 members Mstep: Class 29 contains 9895 members Mstep: Class 30 contains 6279 members Mstep: Class 31 contains 362 members Mstep: Class 32 contains 9298 members Mstep: Class 33 contains 12522 members Mstep: Class 34 contains 962 members Mstep: Class 35 contains 240 members Mstep: Class 36 contains 4074 members Mstep: Class 37 contains 606 members Mstep: Class 38 contains 1907 members Mstep: Class 39 contains 6139 members Mstep: Class 40 contains 5219 members Mstep: Class 41 contains 2388 members Mstep: Class 42 contains 4925 members Mstep: Class 43 contains 3302 members Mstep: Class 44 contains 11297 members Mstep: Class 45 contains 2910 members Mstep: Class 46 contains 287 members Mstep: Class 47 contains 8975 members Mstep: Class 48 contains 748 members Mstep: Class 49 contains 3822 members Mstep: Class 50 contains 847 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1417 members Mstep: Class 53 contains 9937 members Mstep: Class 54 contains 2895 members Mstep: Class 55 contains 973 members Mstep: Class 56 contains 1585 members Mstep: Class 57 contains 2268 members Mstep: Class 58 contains 935 members Mstep: Class 59 contains 26328 members Mstep: Class 60 contains 7149 members Mstep: Class 61 contains 3071 members Mstep: Class 62 contains 2186 members Mstep: Class 63 contains 15963 members Mstep: Class 64 contains 4181 members Mstep: Class 65 contains 421 members Mstep: Class 66 contains 4204 members Mstep: Class 67 contains 280 members Mstep: Class 68 contains 7381 members Mstep: Class 69 contains 2537 members Mstep: Class 70 contains 34676 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 129 members Mstep: Class 74 contains 1766 members Mstep: Class 75 contains 18897 members Mstep: Class 76 contains 20027 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4385 members Mstep: Class 79 contains 929 members Mstep: Class 80 contains 736 members Mstep: Class 81 contains 3768 members Entering Unmasked Estep ConsiderDeletion Score: -18651878.000000 Penalty: 34741.167969 Iteration 139Q: 82 clusters Score -1.865188e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 3495 members Mstep: Class 4 contains 25491 members Mstep: Class 5 contains 4820 members Mstep: Class 6 contains 300 members Mstep: Class 7 contains 2579 members Mstep: Class 8 contains 2831 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8273 members Mstep: Class 11 contains 8593 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 17614 members Mstep: Class 14 contains 5423 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10133 members Mstep: Class 18 contains 541 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 3541 members Mstep: Class 21 contains 16872 members Mstep: Class 22 contains 1863 members Mstep: Class 23 contains 2219 members Mstep: Class 24 contains 4967 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 18208 members Mstep: Class 27 contains 928 members Mstep: Class 28 contains 1279 members Mstep: Class 29 contains 9857 members Mstep: Class 30 contains 6288 members Mstep: Class 31 contains 362 members Mstep: Class 32 contains 9246 members Mstep: Class 33 contains 12496 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 240 members Mstep: Class 36 contains 4062 members Mstep: Class 37 contains 610 members Mstep: Class 38 contains 1895 members Mstep: Class 39 contains 6122 members Mstep: Class 40 contains 5215 members Mstep: Class 41 contains 2388 members Mstep: Class 42 contains 4924 members Mstep: Class 43 contains 3306 members Mstep: Class 44 contains 11295 members Mstep: Class 45 contains 2911 members Mstep: Class 46 contains 292 members Mstep: Class 47 contains 8924 members Mstep: Class 48 contains 757 members Mstep: Class 49 contains 3820 members Mstep: Class 50 contains 853 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1412 members Mstep: Class 53 contains 9925 members Mstep: Class 54 contains 2913 members Mstep: Class 55 contains 976 members Mstep: Class 56 contains 1586 members Mstep: Class 57 contains 2268 members Mstep: Class 58 contains 935 members Mstep: Class 59 contains 26328 members Mstep: Class 60 contains 7149 members Mstep: Class 61 contains 3080 members Mstep: Class 62 contains 2186 members Mstep: Class 63 contains 16010 members Mstep: Class 64 contains 4164 members Mstep: Class 65 contains 419 members Mstep: Class 66 contains 4176 members Mstep: Class 67 contains 281 members Mstep: Class 68 contains 7384 members Mstep: Class 69 contains 2553 members Mstep: Class 70 contains 34681 members Mstep: Class 71 contains 2808 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1770 members Mstep: Class 75 contains 18962 members Mstep: Class 76 contains 20026 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4410 members Mstep: Class 79 contains 932 members Mstep: Class 80 contains 736 members Mstep: Class 81 contains 3769 members Entering Unmasked Estep ConsiderDeletion Score: -18652298.000000 Penalty: 34741.167969 Iteration 140F: 82 clusters Score -1.86523e+07 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1693 members Mstep: Class 3 contains 3481 members Mstep: Class 4 contains 25488 members Mstep: Class 5 contains 4802 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 969 members Mstep: Class 10 contains 8290 members Mstep: Class 11 contains 8537 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17610 members Mstep: Class 14 contains 5567 members Mstep: Class 15 contains 4461 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10134 members Mstep: Class 18 contains 558 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 3541 members Mstep: Class 21 contains 16701 members Mstep: Class 22 contains 1875 members Mstep: Class 23 contains 2232 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 720 members Mstep: Class 26 contains 18170 members Mstep: Class 27 contains 928 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 9810 members Mstep: Class 30 contains 6295 members Mstep: Class 31 contains 362 members Mstep: Class 32 contains 9191 members Mstep: Class 33 contains 12438 members Mstep: Class 34 contains 967 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4055 members Mstep: Class 37 contains 613 members Mstep: Class 38 contains 1884 members Mstep: Class 39 contains 6098 members Mstep: Class 40 contains 5212 members Mstep: Class 41 contains 2387 members Mstep: Class 42 contains 4923 members Mstep: Class 43 contains 3313 members Mstep: Class 44 contains 11297 members Mstep: Class 45 contains 2908 members Mstep: Class 46 contains 295 members Mstep: Class 47 contains 8750 members Mstep: Class 48 contains 765 members Mstep: Class 49 contains 3820 members Mstep: Class 50 contains 857 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1403 members Mstep: Class 53 contains 9917 members Mstep: Class 54 contains 2975 members Mstep: Class 55 contains 978 members Mstep: Class 56 contains 1567 members Mstep: Class 57 contains 2272 members Mstep: Class 58 contains 937 members Mstep: Class 59 contains 26325 members Mstep: Class 60 contains 7280 members Mstep: Class 61 contains 3099 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 16059 members Mstep: Class 64 contains 4148 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 4144 members Mstep: Class 67 contains 281 members Mstep: Class 68 contains 7387 members Mstep: Class 69 contains 2578 members Mstep: Class 70 contains 34694 members Mstep: Class 71 contains 2805 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1765 members Mstep: Class 75 contains 19032 members Mstep: Class 76 contains 20024 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4435 members Mstep: Class 79 contains 945 members Mstep: Class 80 contains 737 members Mstep: Class 81 contains 3770 members Entering Unmasked Estep ConsiderDeletion Score: -18652508.000000 Penalty: 34741.167969 Iteration 141Q: 82 clusters Score -1.865251e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 3475 members Mstep: Class 4 contains 25465 members Mstep: Class 5 contains 4787 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2581 members Mstep: Class 8 contains 2913 members Mstep: Class 9 contains 969 members Mstep: Class 10 contains 8310 members Mstep: Class 11 contains 8527 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17600 members Mstep: Class 14 contains 5712 members Mstep: Class 15 contains 4488 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10121 members Mstep: Class 18 contains 571 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 3545 members Mstep: Class 21 contains 16545 members Mstep: Class 22 contains 1889 members Mstep: Class 23 contains 2242 members Mstep: Class 24 contains 5001 members Mstep: Class 25 contains 721 members Mstep: Class 26 contains 18145 members Mstep: Class 27 contains 929 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 9748 members Mstep: Class 30 contains 6300 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 9130 members Mstep: Class 33 contains 12393 members Mstep: Class 34 contains 969 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4061 members Mstep: Class 37 contains 612 members Mstep: Class 38 contains 1875 members Mstep: Class 39 contains 6077 members Mstep: Class 40 contains 5210 members Mstep: Class 41 contains 2388 members Mstep: Class 42 contains 4921 members Mstep: Class 43 contains 3318 members Mstep: Class 44 contains 11295 members Mstep: Class 45 contains 2906 members Mstep: Class 46 contains 296 members Mstep: Class 47 contains 8601 members Mstep: Class 48 contains 774 members Mstep: Class 49 contains 3819 members Mstep: Class 50 contains 858 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1396 members Mstep: Class 53 contains 9918 members Mstep: Class 54 contains 3035 members Mstep: Class 55 contains 974 members Mstep: Class 56 contains 1547 members Mstep: Class 57 contains 2275 members Mstep: Class 58 contains 939 members Mstep: Class 59 contains 26323 members Mstep: Class 60 contains 7395 members Mstep: Class 61 contains 3109 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 16102 members Mstep: Class 64 contains 4128 members Mstep: Class 65 contains 433 members Mstep: Class 66 contains 4117 members Mstep: Class 67 contains 281 members Mstep: Class 68 contains 7392 members Mstep: Class 69 contains 2602 members Mstep: Class 70 contains 34704 members Mstep: Class 71 contains 2803 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1767 members Mstep: Class 75 contains 19106 members Mstep: Class 76 contains 20025 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4441 members Mstep: Class 79 contains 953 members Mstep: Class 80 contains 740 members Mstep: Class 81 contains 3771 members Entering Unmasked Estep ConsiderDeletion Score: -18652578.000000 Penalty: 34741.167969 Iteration 142Q: 82 clusters Score -1.865258e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1686 members Mstep: Class 3 contains 3462 members Mstep: Class 4 contains 25444 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2583 members Mstep: Class 8 contains 2958 members Mstep: Class 9 contains 969 members Mstep: Class 10 contains 8326 members Mstep: Class 11 contains 8523 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17593 members Mstep: Class 14 contains 5846 members Mstep: Class 15 contains 4504 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10109 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 862 members Mstep: Class 20 contains 3552 members Mstep: Class 21 contains 16403 members Mstep: Class 22 contains 1900 members Mstep: Class 23 contains 2254 members Mstep: Class 24 contains 5018 members Mstep: Class 25 contains 722 members Mstep: Class 26 contains 18120 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 1266 members Mstep: Class 29 contains 9691 members Mstep: Class 30 contains 6305 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 9067 members Mstep: Class 33 contains 12353 members Mstep: Class 34 contains 966 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4058 members Mstep: Class 37 contains 617 members Mstep: Class 38 contains 1870 members Mstep: Class 39 contains 6059 members Mstep: Class 40 contains 5208 members Mstep: Class 41 contains 2388 members Mstep: Class 42 contains 4920 members Mstep: Class 43 contains 3325 members Mstep: Class 44 contains 11295 members Mstep: Class 45 contains 2904 members Mstep: Class 46 contains 297 members Mstep: Class 47 contains 8502 members Mstep: Class 48 contains 780 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 860 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1390 members Mstep: Class 53 contains 9917 members Mstep: Class 54 contains 3087 members Mstep: Class 55 contains 974 members Mstep: Class 56 contains 1531 members Mstep: Class 57 contains 2274 members Mstep: Class 58 contains 943 members Mstep: Class 59 contains 26324 members Mstep: Class 60 contains 7463 members Mstep: Class 61 contains 3110 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 16154 members Mstep: Class 64 contains 4106 members Mstep: Class 65 contains 434 members Mstep: Class 66 contains 4084 members Mstep: Class 67 contains 280 members Mstep: Class 68 contains 7400 members Mstep: Class 69 contains 2614 members Mstep: Class 70 contains 34715 members Mstep: Class 71 contains 2799 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1768 members Mstep: Class 75 contains 19184 members Mstep: Class 76 contains 20026 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4451 members Mstep: Class 79 contains 963 members Mstep: Class 80 contains 746 members Mstep: Class 81 contains 3774 members Entering Unmasked Estep ConsiderDeletion Score: -18652746.000000 Penalty: 34741.167969 Iteration 143Q: 82 clusters Score -1.865275e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1686 members Mstep: Class 3 contains 3443 members Mstep: Class 4 contains 25417 members Mstep: Class 5 contains 4762 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2583 members Mstep: Class 8 contains 2996 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8342 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 17586 members Mstep: Class 14 contains 5964 members Mstep: Class 15 contains 4511 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10127 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 862 members Mstep: Class 20 contains 3563 members Mstep: Class 21 contains 16273 members Mstep: Class 22 contains 1905 members Mstep: Class 23 contains 2270 members Mstep: Class 24 contains 5031 members Mstep: Class 25 contains 725 members Mstep: Class 26 contains 18100 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 1261 members Mstep: Class 29 contains 9640 members Mstep: Class 30 contains 6308 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 9005 members Mstep: Class 33 contains 12319 members Mstep: Class 34 contains 967 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4067 members Mstep: Class 37 contains 622 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 6035 members Mstep: Class 40 contains 5208 members Mstep: Class 41 contains 2389 members Mstep: Class 42 contains 4920 members Mstep: Class 43 contains 3336 members Mstep: Class 44 contains 11296 members Mstep: Class 45 contains 2904 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8411 members Mstep: Class 48 contains 787 members Mstep: Class 49 contains 3824 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1385 members Mstep: Class 53 contains 9919 members Mstep: Class 54 contains 3122 members Mstep: Class 55 contains 971 members Mstep: Class 56 contains 1524 members Mstep: Class 57 contains 2275 members Mstep: Class 58 contains 943 members Mstep: Class 59 contains 26316 members Mstep: Class 60 contains 7522 members Mstep: Class 61 contains 3107 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 16197 members Mstep: Class 64 contains 4069 members Mstep: Class 65 contains 435 members Mstep: Class 66 contains 4058 members Mstep: Class 67 contains 278 members Mstep: Class 68 contains 7407 members Mstep: Class 69 contains 2625 members Mstep: Class 70 contains 34728 members Mstep: Class 71 contains 2795 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1770 members Mstep: Class 75 contains 19260 members Mstep: Class 76 contains 20027 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4457 members Mstep: Class 79 contains 981 members Mstep: Class 80 contains 757 members Mstep: Class 81 contains 3774 members Entering Unmasked Estep ConsiderDeletion Score: -18652900.000000 Penalty: 34741.167969 Iteration 144Q: 82 clusters Score -1.86529e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 1683 members Mstep: Class 3 contains 3427 members Mstep: Class 4 contains 25416 members Mstep: Class 5 contains 4755 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2581 members Mstep: Class 8 contains 3043 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8369 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 17581 members Mstep: Class 14 contains 6074 members Mstep: Class 15 contains 4514 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10131 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 3576 members Mstep: Class 21 contains 16146 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 2280 members Mstep: Class 24 contains 5042 members Mstep: Class 25 contains 728 members Mstep: Class 26 contains 18077 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 1252 members Mstep: Class 29 contains 9588 members Mstep: Class 30 contains 6312 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8942 members Mstep: Class 33 contains 12293 members Mstep: Class 34 contains 966 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4066 members Mstep: Class 37 contains 624 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 6004 members Mstep: Class 40 contains 5208 members Mstep: Class 41 contains 2391 members Mstep: Class 42 contains 4920 members Mstep: Class 43 contains 3342 members Mstep: Class 44 contains 11301 members Mstep: Class 45 contains 2901 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 8338 members Mstep: Class 48 contains 792 members Mstep: Class 49 contains 3831 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1378 members Mstep: Class 53 contains 9921 members Mstep: Class 54 contains 3156 members Mstep: Class 55 contains 970 members Mstep: Class 56 contains 1520 members Mstep: Class 57 contains 2275 members Mstep: Class 58 contains 943 members Mstep: Class 59 contains 26313 members Mstep: Class 60 contains 7571 members Mstep: Class 61 contains 3105 members Mstep: Class 62 contains 2187 members Mstep: Class 63 contains 16239 members Mstep: Class 64 contains 4021 members Mstep: Class 65 contains 437 members Mstep: Class 66 contains 4040 members Mstep: Class 67 contains 279 members Mstep: Class 68 contains 7409 members Mstep: Class 69 contains 2633 members Mstep: Class 70 contains 34733 members Mstep: Class 71 contains 2792 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1773 members Mstep: Class 75 contains 19336 members Mstep: Class 76 contains 20031 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4464 members Mstep: Class 79 contains 987 members Mstep: Class 80 contains 767 members Mstep: Class 81 contains 3775 members Entering Unmasked Estep ConsiderDeletion Score: -18653156.000000 Penalty: 34741.167969 Iteration 145Q: 82 clusters Score -1.865316e+07 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 3411 members Mstep: Class 4 contains 25412 members Mstep: Class 5 contains 4747 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2581 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8390 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17578 members Mstep: Class 14 contains 6190 members Mstep: Class 15 contains 4517 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10119 members Mstep: Class 18 contains 589 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 3583 members Mstep: Class 21 contains 16008 members Mstep: Class 22 contains 1912 members Mstep: Class 23 contains 2290 members Mstep: Class 24 contains 5049 members Mstep: Class 25 contains 728 members Mstep: Class 26 contains 18053 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 1242 members Mstep: Class 29 contains 9537 members Mstep: Class 30 contains 6315 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8889 members Mstep: Class 33 contains 12271 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 230 members Mstep: Class 36 contains 4063 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5983 members Mstep: Class 40 contains 5207 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4920 members Mstep: Class 43 contains 3347 members Mstep: Class 44 contains 11297 members Mstep: Class 45 contains 2889 members Mstep: Class 46 contains 308 members Mstep: Class 47 contains 8283 members Mstep: Class 48 contains 797 members Mstep: Class 49 contains 3834 members Mstep: Class 50 contains 869 members Mstep: Class 51 contains 977 members Mstep: Class 52 contains 1374 members Mstep: Class 53 contains 9931 members Mstep: Class 54 contains 3197 members Mstep: Class 55 contains 970 members Mstep: Class 56 contains 1516 members Mstep: Class 57 contains 2275 members Mstep: Class 58 contains 942 members Mstep: Class 59 contains 26309 members Mstep: Class 60 contains 7606 members Mstep: Class 61 contains 3105 members Mstep: Class 62 contains 2188 members Mstep: Class 63 contains 16287 members Mstep: Class 64 contains 3984 members Mstep: Class 65 contains 438 members Mstep: Class 66 contains 4019 members Mstep: Class 67 contains 281 members Mstep: Class 68 contains 7408 members Mstep: Class 69 contains 2646 members Mstep: Class 70 contains 34743 members Mstep: Class 71 contains 2792 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1779 members Mstep: Class 75 contains 19410 members Mstep: Class 76 contains 20034 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4475 members Mstep: Class 79 contains 992 members Mstep: Class 80 contains 779 members Mstep: Class 81 contains 3777 members Entering Unmasked Estep ConsiderDeletion Score: -18653366.000000 Penalty: 34741.167969 Iteration 146Q: 82 clusters Score -1.865337e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1680 members Mstep: Class 3 contains 3405 members Mstep: Class 4 contains 25409 members Mstep: Class 5 contains 4743 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2578 members Mstep: Class 8 contains 3136 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8417 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17568 members Mstep: Class 14 contains 6290 members Mstep: Class 15 contains 4520 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10110 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 3584 members Mstep: Class 21 contains 15887 members Mstep: Class 22 contains 1913 members Mstep: Class 23 contains 2292 members Mstep: Class 24 contains 5063 members Mstep: Class 25 contains 729 members Mstep: Class 26 contains 18025 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 1234 members Mstep: Class 29 contains 9481 members Mstep: Class 30 contains 6317 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8833 members Mstep: Class 33 contains 12255 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4062 members Mstep: Class 37 contains 617 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5957 members Mstep: Class 40 contains 5206 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4920 members Mstep: Class 43 contains 3355 members Mstep: Class 44 contains 11294 members Mstep: Class 45 contains 2873 members Mstep: Class 46 contains 310 members Mstep: Class 47 contains 8251 members Mstep: Class 48 contains 804 members Mstep: Class 49 contains 3839 members Mstep: Class 50 contains 869 members Mstep: Class 51 contains 977 members Mstep: Class 52 contains 1377 members Mstep: Class 53 contains 9932 members Mstep: Class 54 contains 3232 members Mstep: Class 55 contains 968 members Mstep: Class 56 contains 1513 members Mstep: Class 57 contains 2275 members Mstep: Class 58 contains 942 members Mstep: Class 59 contains 26312 members Mstep: Class 60 contains 7630 members Mstep: Class 61 contains 3109 members Mstep: Class 62 contains 2189 members Mstep: Class 63 contains 16326 members Mstep: Class 64 contains 3935 members Mstep: Class 65 contains 438 members Mstep: Class 66 contains 3996 members Mstep: Class 67 contains 282 members Mstep: Class 68 contains 7405 members Mstep: Class 69 contains 2656 members Mstep: Class 70 contains 34749 members Mstep: Class 71 contains 2789 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1791 members Mstep: Class 75 contains 19475 members Mstep: Class 76 contains 20034 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4488 members Mstep: Class 79 contains 1012 members Mstep: Class 80 contains 789 members Mstep: Class 81 contains 3779 members Entering Unmasked Estep ConsiderDeletion Score: -18653498.000000 Penalty: 34741.167969 Iteration 147Q: 82 clusters Score -1.86535e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1676 members Mstep: Class 3 contains 3398 members Mstep: Class 4 contains 25398 members Mstep: Class 5 contains 4742 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 3200 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 8436 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17561 members Mstep: Class 14 contains 6378 members Mstep: Class 15 contains 4522 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10099 members Mstep: Class 18 contains 621 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 3588 members Mstep: Class 21 contains 15781 members Mstep: Class 22 contains 1914 members Mstep: Class 23 contains 2293 members Mstep: Class 24 contains 5081 members Mstep: Class 25 contains 729 members Mstep: Class 26 contains 17999 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 1228 members Mstep: Class 29 contains 9409 members Mstep: Class 30 contains 6322 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8775 members Mstep: Class 33 contains 12242 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4069 members Mstep: Class 37 contains 616 members Mstep: Class 38 contains 1865 members Mstep: Class 39 contains 5927 members Mstep: Class 40 contains 5206 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4919 members Mstep: Class 43 contains 3362 members Mstep: Class 44 contains 11295 members Mstep: Class 45 contains 2849 members Mstep: Class 46 contains 310 members Mstep: Class 47 contains 8229 members Mstep: Class 48 contains 811 members Mstep: Class 49 contains 3842 members Mstep: Class 50 contains 869 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1375 members Mstep: Class 53 contains 9936 members Mstep: Class 54 contains 3266 members Mstep: Class 55 contains 968 members Mstep: Class 56 contains 1510 members Mstep: Class 57 contains 2274 members Mstep: Class 58 contains 941 members Mstep: Class 59 contains 26322 members Mstep: Class 60 contains 7648 members Mstep: Class 61 contains 3111 members Mstep: Class 62 contains 2190 members Mstep: Class 63 contains 16368 members Mstep: Class 64 contains 3878 members Mstep: Class 65 contains 437 members Mstep: Class 66 contains 3966 members Mstep: Class 67 contains 285 members Mstep: Class 68 contains 7405 members Mstep: Class 69 contains 2665 members Mstep: Class 70 contains 34753 members Mstep: Class 71 contains 2785 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1796 members Mstep: Class 75 contains 19548 members Mstep: Class 76 contains 20034 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4504 members Mstep: Class 79 contains 1031 members Mstep: Class 80 contains 801 members Mstep: Class 81 contains 3780 members Entering Unmasked Estep ConsiderDeletion Score: -18653668.000000 Penalty: 34741.167969 Iteration 148Q: 82 clusters Score -1.865367e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 1666 members Mstep: Class 3 contains 3391 members Mstep: Class 4 contains 25383 members Mstep: Class 5 contains 4740 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 966 members Mstep: Class 10 contains 8455 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17557 members Mstep: Class 14 contains 6467 members Mstep: Class 15 contains 4526 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10097 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 859 members Mstep: Class 20 contains 3596 members Mstep: Class 21 contains 15693 members Mstep: Class 22 contains 1913 members Mstep: Class 23 contains 2302 members Mstep: Class 24 contains 5101 members Mstep: Class 25 contains 732 members Mstep: Class 26 contains 17978 members Mstep: Class 27 contains 940 members Mstep: Class 28 contains 1220 members Mstep: Class 29 contains 9352 members Mstep: Class 30 contains 6325 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8716 members Mstep: Class 33 contains 12215 members Mstep: Class 34 contains 966 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4074 members Mstep: Class 37 contains 613 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 5910 members Mstep: Class 40 contains 5205 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4919 members Mstep: Class 43 contains 3364 members Mstep: Class 44 contains 11293 members Mstep: Class 45 contains 2826 members Mstep: Class 46 contains 310 members Mstep: Class 47 contains 8206 members Mstep: Class 48 contains 818 members Mstep: Class 49 contains 3843 members Mstep: Class 50 contains 869 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1376 members Mstep: Class 53 contains 9940 members Mstep: Class 54 contains 3295 members Mstep: Class 55 contains 967 members Mstep: Class 56 contains 1506 members Mstep: Class 57 contains 2272 members Mstep: Class 58 contains 940 members Mstep: Class 59 contains 26330 members Mstep: Class 60 contains 7660 members Mstep: Class 61 contains 3111 members Mstep: Class 62 contains 2193 members Mstep: Class 63 contains 16411 members Mstep: Class 64 contains 3827 members Mstep: Class 65 contains 438 members Mstep: Class 66 contains 3940 members Mstep: Class 67 contains 287 members Mstep: Class 68 contains 7404 members Mstep: Class 69 contains 2672 members Mstep: Class 70 contains 34753 members Mstep: Class 71 contains 2776 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1803 members Mstep: Class 75 contains 19619 members Mstep: Class 76 contains 20034 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4516 members Mstep: Class 79 contains 1051 members Mstep: Class 80 contains 813 members Mstep: Class 81 contains 3780 members Entering Unmasked Estep ConsiderDeletion Score: -18653838.000000 Penalty: 34741.167969 Iteration 149Q: 82 clusters Score -1.865384e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 3380 members Mstep: Class 4 contains 25355 members Mstep: Class 5 contains 4737 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 3315 members Mstep: Class 9 contains 965 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8521 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17554 members Mstep: Class 14 contains 6558 members Mstep: Class 15 contains 4528 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 10095 members Mstep: Class 18 contains 646 members Mstep: Class 19 contains 854 members Mstep: Class 20 contains 3604 members Mstep: Class 21 contains 15633 members Mstep: Class 22 contains 1913 members Mstep: Class 23 contains 2312 members Mstep: Class 24 contains 5130 members Mstep: Class 25 contains 734 members Mstep: Class 26 contains 17962 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 1216 members Mstep: Class 29 contains 9285 members Mstep: Class 30 contains 6327 members Mstep: Class 31 contains 363 members Mstep: Class 32 contains 8654 members Mstep: Class 33 contains 12178 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4077 members Mstep: Class 37 contains 613 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 5902 members Mstep: Class 40 contains 5204 members Mstep: Class 41 contains 2392 members Mstep: Class 42 contains 4919 members Mstep: Class 43 contains 3367 members Mstep: Class 44 contains 11287 members Mstep: Class 45 contains 2806 members Mstep: Class 46 contains 309 members Mstep: Class 47 contains 8184 members Mstep: Class 48 contains 821 members Mstep: Class 49 contains 3846 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1381 members Mstep: Class 53 contains 9933 members Mstep: Class 54 contains 3321 members Mstep: Class 55 contains 969 members Mstep: Class 56 contains 1504 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 936 members Mstep: Class 59 contains 26337 members Mstep: Class 60 contains 7669 members Mstep: Class 61 contains 3112 members Mstep: Class 62 contains 2197 members Mstep: Class 63 contains 16459 members Mstep: Class 64 contains 3763 members Mstep: Class 65 contains 437 members Mstep: Class 66 contains 3916 members Mstep: Class 67 contains 287 members Mstep: Class 68 contains 7401 members Mstep: Class 69 contains 2679 members Mstep: Class 70 contains 34746 members Mstep: Class 71 contains 2769 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1806 members Mstep: Class 75 contains 19691 members Mstep: Class 76 contains 20034 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4527 members Mstep: Class 79 contains 1079 members Mstep: Class 80 contains 826 members Mstep: Class 81 contains 3780 members Entering Unmasked Estep ConsiderDeletion Score: -18653882.000000 Penalty: 34741.167969 Iteration 150Q: 82 clusters Score -1.865388e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 1657 members Mstep: Class 3 contains 3363 members Mstep: Class 4 contains 25324 members Mstep: Class 5 contains 4736 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2576 members Mstep: Class 8 contains 3375 members Mstep: Class 9 contains 964 members Mstep: Class 10 contains 8491 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17549 members Mstep: Class 14 contains 6636 members Mstep: Class 15 contains 4530 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10091 members Mstep: Class 18 contains 658 members Mstep: Class 19 contains 853 members Mstep: Class 20 contains 3611 members Mstep: Class 21 contains 15578 members Mstep: Class 22 contains 1913 members Mstep: Class 23 contains 2334 members Mstep: Class 24 contains 5176 members Mstep: Class 25 contains 735 members Mstep: Class 26 contains 17947 members Mstep: Class 27 contains 944 members Mstep: Class 28 contains 1212 members Mstep: Class 29 contains 9215 members Mstep: Class 30 contains 6328 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8580 members Mstep: Class 33 contains 12153 members Mstep: Class 34 contains 963 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4078 members Mstep: Class 37 contains 615 members Mstep: Class 38 contains 1867 members Mstep: Class 39 contains 5891 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2392 members Mstep: Class 42 contains 4919 members Mstep: Class 43 contains 3371 members Mstep: Class 44 contains 11286 members Mstep: Class 45 contains 2790 members Mstep: Class 46 contains 307 members Mstep: Class 47 contains 8159 members Mstep: Class 48 contains 825 members Mstep: Class 49 contains 3850 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 976 members Mstep: Class 52 contains 1382 members Mstep: Class 53 contains 9929 members Mstep: Class 54 contains 3350 members Mstep: Class 55 contains 965 members Mstep: Class 56 contains 1504 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 929 members Mstep: Class 59 contains 26346 members Mstep: Class 60 contains 7676 members Mstep: Class 61 contains 3111 members Mstep: Class 62 contains 2203 members Mstep: Class 63 contains 16500 members Mstep: Class 64 contains 3701 members Mstep: Class 65 contains 434 members Mstep: Class 66 contains 3880 members Mstep: Class 67 contains 288 members Mstep: Class 68 contains 7398 members Mstep: Class 69 contains 2688 members Mstep: Class 70 contains 34741 members Mstep: Class 71 contains 2765 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1812 members Mstep: Class 75 contains 19777 members Mstep: Class 76 contains 20035 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4536 members Mstep: Class 79 contains 1093 members Mstep: Class 80 contains 834 members Mstep: Class 81 contains 3780 members Entering Unmasked Estep ConsiderDeletion Score: -18654038.000000 Penalty: 34741.167969 Iteration 151Q: 82 clusters Score -1.865404e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 1657 members Mstep: Class 3 contains 3345 members Mstep: Class 4 contains 25304 members Mstep: Class 5 contains 4735 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2573 members Mstep: Class 8 contains 3437 members Mstep: Class 9 contains 962 members Mstep: Class 10 contains 8517 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 17541 members Mstep: Class 14 contains 6695 members Mstep: Class 15 contains 4534 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10084 members Mstep: Class 18 contains 667 members Mstep: Class 19 contains 849 members Mstep: Class 20 contains 3618 members Mstep: Class 21 contains 15522 members Mstep: Class 22 contains 1914 members Mstep: Class 23 contains 2358 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 736 members Mstep: Class 26 contains 17926 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 1207 members Mstep: Class 29 contains 9141 members Mstep: Class 30 contains 6329 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8510 members Mstep: Class 33 contains 12133 members Mstep: Class 34 contains 966 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4076 members Mstep: Class 37 contains 617 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5874 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2392 members Mstep: Class 42 contains 4918 members Mstep: Class 43 contains 3377 members Mstep: Class 44 contains 11283 members Mstep: Class 45 contains 2777 members Mstep: Class 46 contains 306 members Mstep: Class 47 contains 8144 members Mstep: Class 48 contains 829 members Mstep: Class 49 contains 3859 members Mstep: Class 50 contains 869 members Mstep: Class 51 contains 975 members Mstep: Class 52 contains 1383 members Mstep: Class 53 contains 9924 members Mstep: Class 54 contains 3373 members Mstep: Class 55 contains 964 members Mstep: Class 56 contains 1502 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 925 members Mstep: Class 59 contains 26360 members Mstep: Class 60 contains 7681 members Mstep: Class 61 contains 3105 members Mstep: Class 62 contains 2208 members Mstep: Class 63 contains 16528 members Mstep: Class 64 contains 3645 members Mstep: Class 65 contains 433 members Mstep: Class 66 contains 3838 members Mstep: Class 67 contains 288 members Mstep: Class 68 contains 7398 members Mstep: Class 69 contains 2697 members Mstep: Class 70 contains 34730 members Mstep: Class 71 contains 2763 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1825 members Mstep: Class 75 contains 19859 members Mstep: Class 76 contains 20035 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4545 members Mstep: Class 79 contains 1111 members Mstep: Class 80 contains 844 members Mstep: Class 81 contains 3781 members Entering Unmasked Estep ConsiderDeletion Score: -18654180.000000 Penalty: 34741.167969 Iteration 152Q: 82 clusters Score -1.865418e+07 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 3324 members Mstep: Class 4 contains 25279 members Mstep: Class 5 contains 4730 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2574 members Mstep: Class 8 contains 3497 members Mstep: Class 9 contains 958 members Mstep: Class 10 contains 8552 members Mstep: Class 11 contains 8519 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 17537 members Mstep: Class 14 contains 6741 members Mstep: Class 15 contains 4536 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10076 members Mstep: Class 18 contains 671 members Mstep: Class 19 contains 852 members Mstep: Class 20 contains 3627 members Mstep: Class 21 contains 15480 members Mstep: Class 22 contains 1915 members Mstep: Class 23 contains 2375 members Mstep: Class 24 contains 5338 members Mstep: Class 25 contains 736 members Mstep: Class 26 contains 17896 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 1207 members Mstep: Class 29 contains 9085 members Mstep: Class 30 contains 6330 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8453 members Mstep: Class 33 contains 12114 members Mstep: Class 34 contains 967 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4079 members Mstep: Class 37 contains 615 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5853 members Mstep: Class 40 contains 5202 members Mstep: Class 41 contains 2392 members Mstep: Class 42 contains 4917 members Mstep: Class 43 contains 3383 members Mstep: Class 44 contains 11280 members Mstep: Class 45 contains 2769 members Mstep: Class 46 contains 304 members Mstep: Class 47 contains 8140 members Mstep: Class 48 contains 836 members Mstep: Class 49 contains 3859 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 974 members Mstep: Class 52 contains 1381 members Mstep: Class 53 contains 9915 members Mstep: Class 54 contains 3398 members Mstep: Class 55 contains 960 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26370 members Mstep: Class 60 contains 7682 members Mstep: Class 61 contains 3091 members Mstep: Class 62 contains 2211 members Mstep: Class 63 contains 16552 members Mstep: Class 64 contains 3595 members Mstep: Class 65 contains 430 members Mstep: Class 66 contains 3755 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7400 members Mstep: Class 69 contains 2700 members Mstep: Class 70 contains 34709 members Mstep: Class 71 contains 2759 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1833 members Mstep: Class 75 contains 19938 members Mstep: Class 76 contains 20035 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4561 members Mstep: Class 79 contains 1130 members Mstep: Class 80 contains 855 members Mstep: Class 81 contains 3782 members Entering Unmasked Estep ConsiderDeletion Score: -18654424.000000 Penalty: 34741.167969 Iteration 153Q: 82 clusters Score -1.865442e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 3304 members Mstep: Class 4 contains 25256 members Mstep: Class 5 contains 4727 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2576 members Mstep: Class 8 contains 3545 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8573 members Mstep: Class 11 contains 8518 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 17531 members Mstep: Class 14 contains 6783 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10061 members Mstep: Class 18 contains 677 members Mstep: Class 19 contains 855 members Mstep: Class 20 contains 3634 members Mstep: Class 21 contains 15439 members Mstep: Class 22 contains 1917 members Mstep: Class 23 contains 2397 members Mstep: Class 24 contains 5527 members Mstep: Class 25 contains 738 members Mstep: Class 26 contains 17872 members Mstep: Class 27 contains 950 members Mstep: Class 28 contains 1205 members Mstep: Class 29 contains 9034 members Mstep: Class 30 contains 6330 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8397 members Mstep: Class 33 contains 12096 members Mstep: Class 34 contains 968 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4078 members Mstep: Class 37 contains 615 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5842 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2392 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3386 members Mstep: Class 44 contains 11274 members Mstep: Class 45 contains 2766 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 8134 members Mstep: Class 48 contains 840 members Mstep: Class 49 contains 3859 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 972 members Mstep: Class 52 contains 1380 members Mstep: Class 53 contains 9909 members Mstep: Class 54 contains 3428 members Mstep: Class 55 contains 956 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 919 members Mstep: Class 59 contains 26376 members Mstep: Class 60 contains 7682 members Mstep: Class 61 contains 3085 members Mstep: Class 62 contains 2216 members Mstep: Class 63 contains 16572 members Mstep: Class 64 contains 3544 members Mstep: Class 65 contains 427 members Mstep: Class 66 contains 3650 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7398 members Mstep: Class 69 contains 2705 members Mstep: Class 70 contains 34632 members Mstep: Class 71 contains 2753 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1840 members Mstep: Class 75 contains 20020 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4575 members Mstep: Class 79 contains 1155 members Mstep: Class 80 contains 863 members Mstep: Class 81 contains 3785 members Entering Unmasked Estep ConsiderDeletion Score: -18655474.000000 Penalty: 34741.167969 Iteration 154Q: 82 clusters Score -1.865547e+07 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 3286 members Mstep: Class 4 contains 25229 members Mstep: Class 5 contains 4726 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2574 members Mstep: Class 8 contains 3600 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8599 members Mstep: Class 11 contains 8518 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17529 members Mstep: Class 14 contains 6816 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10055 members Mstep: Class 18 contains 681 members Mstep: Class 19 contains 865 members Mstep: Class 20 contains 3641 members Mstep: Class 21 contains 15430 members Mstep: Class 22 contains 1919 members Mstep: Class 23 contains 2414 members Mstep: Class 24 contains 5714 members Mstep: Class 25 contains 739 members Mstep: Class 26 contains 17854 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1200 members Mstep: Class 29 contains 8976 members Mstep: Class 30 contains 6327 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8330 members Mstep: Class 33 contains 12065 members Mstep: Class 34 contains 965 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4081 members Mstep: Class 37 contains 618 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5832 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3387 members Mstep: Class 44 contains 11269 members Mstep: Class 45 contains 2757 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 8126 members Mstep: Class 48 contains 846 members Mstep: Class 49 contains 3860 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 972 members Mstep: Class 52 contains 1380 members Mstep: Class 53 contains 9913 members Mstep: Class 54 contains 3455 members Mstep: Class 55 contains 958 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2269 members Mstep: Class 58 contains 917 members Mstep: Class 59 contains 26373 members Mstep: Class 60 contains 7684 members Mstep: Class 61 contains 3084 members Mstep: Class 62 contains 2216 members Mstep: Class 63 contains 16591 members Mstep: Class 64 contains 3492 members Mstep: Class 65 contains 428 members Mstep: Class 66 contains 3772 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7396 members Mstep: Class 69 contains 2711 members Mstep: Class 70 contains 34324 members Mstep: Class 71 contains 2749 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1836 members Mstep: Class 75 contains 20092 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4589 members Mstep: Class 79 contains 1169 members Mstep: Class 80 contains 875 members Mstep: Class 81 contains 3787 members Entering Unmasked Estep ConsiderDeletion Score: -18658456.000000 Penalty: 34741.167969 Iteration 155Q: 82 clusters Score -1.865846e+07 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 3269 members Mstep: Class 4 contains 25196 members Mstep: Class 5 contains 4725 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2574 members Mstep: Class 8 contains 3653 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8620 members Mstep: Class 11 contains 8518 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17526 members Mstep: Class 14 contains 6833 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10052 members Mstep: Class 18 contains 682 members Mstep: Class 19 contains 878 members Mstep: Class 20 contains 3647 members Mstep: Class 21 contains 15431 members Mstep: Class 22 contains 1921 members Mstep: Class 23 contains 2432 members Mstep: Class 24 contains 5728 members Mstep: Class 25 contains 741 members Mstep: Class 26 contains 17836 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 1195 members Mstep: Class 29 contains 8923 members Mstep: Class 30 contains 6329 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8243 members Mstep: Class 33 contains 12040 members Mstep: Class 34 contains 959 members Mstep: Class 35 contains 231 members Mstep: Class 36 contains 4082 members Mstep: Class 37 contains 616 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5824 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3388 members Mstep: Class 44 contains 11262 members Mstep: Class 45 contains 2745 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8109 members Mstep: Class 48 contains 851 members Mstep: Class 49 contains 3864 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 970 members Mstep: Class 52 contains 1383 members Mstep: Class 53 contains 9916 members Mstep: Class 54 contains 3483 members Mstep: Class 55 contains 952 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 918 members Mstep: Class 59 contains 26373 members Mstep: Class 60 contains 7691 members Mstep: Class 61 contains 3081 members Mstep: Class 62 contains 2217 members Mstep: Class 63 contains 16608 members Mstep: Class 64 contains 3444 members Mstep: Class 65 contains 428 members Mstep: Class 66 contains 4587 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7394 members Mstep: Class 69 contains 2716 members Mstep: Class 70 contains 33508 members Mstep: Class 71 contains 2744 members Mstep: Class 72 contains 1131 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1838 members Mstep: Class 75 contains 20193 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4597 members Mstep: Class 79 contains 1181 members Mstep: Class 80 contains 888 members Mstep: Class 81 contains 3788 members Entering Unmasked Estep ConsiderDeletion Score: -18658898.000000 Penalty: 34741.167969 Iteration 156Q: 82 clusters Score -1.86589e+07 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1658 members Mstep: Class 3 contains 3251 members Mstep: Class 4 contains 25162 members Mstep: Class 5 contains 4721 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2573 members Mstep: Class 8 contains 3695 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8631 members Mstep: Class 11 contains 8518 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17526 members Mstep: Class 14 contains 6853 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10050 members Mstep: Class 18 contains 681 members Mstep: Class 19 contains 893 members Mstep: Class 20 contains 3655 members Mstep: Class 21 contains 15428 members Mstep: Class 22 contains 1923 members Mstep: Class 23 contains 2452 members Mstep: Class 24 contains 5797 members Mstep: Class 25 contains 742 members Mstep: Class 26 contains 17819 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 1188 members Mstep: Class 29 contains 8877 members Mstep: Class 30 contains 6327 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8145 members Mstep: Class 33 contains 12016 members Mstep: Class 34 contains 951 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4085 members Mstep: Class 37 contains 619 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5823 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3390 members Mstep: Class 44 contains 11259 members Mstep: Class 45 contains 2728 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8107 members Mstep: Class 48 contains 853 members Mstep: Class 49 contains 3865 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 973 members Mstep: Class 52 contains 1386 members Mstep: Class 53 contains 9913 members Mstep: Class 54 contains 3517 members Mstep: Class 55 contains 951 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2271 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26372 members Mstep: Class 60 contains 7695 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2220 members Mstep: Class 63 contains 16622 members Mstep: Class 64 contains 3398 members Mstep: Class 65 contains 430 members Mstep: Class 66 contains 5223 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7391 members Mstep: Class 69 contains 2720 members Mstep: Class 70 contains 32801 members Mstep: Class 71 contains 2744 members Mstep: Class 72 contains 1136 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1844 members Mstep: Class 75 contains 20300 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4606 members Mstep: Class 79 contains 1195 members Mstep: Class 80 contains 896 members Mstep: Class 81 contains 3788 members Entering Unmasked Estep ConsiderDeletion Score: -18659128.000000 Penalty: 34741.167969 Iteration 157Q: 82 clusters Score -1.865913e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3237 members Mstep: Class 4 contains 25136 members Mstep: Class 5 contains 4722 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2570 members Mstep: Class 8 contains 3749 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8644 members Mstep: Class 11 contains 8519 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 17522 members Mstep: Class 14 contains 6864 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10056 members Mstep: Class 18 contains 677 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 15422 members Mstep: Class 22 contains 1925 members Mstep: Class 23 contains 2469 members Mstep: Class 24 contains 5857 members Mstep: Class 25 contains 744 members Mstep: Class 26 contains 17811 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 1185 members Mstep: Class 29 contains 8822 members Mstep: Class 30 contains 6323 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 8052 members Mstep: Class 33 contains 11992 members Mstep: Class 34 contains 943 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4089 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5817 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2393 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3392 members Mstep: Class 44 contains 11257 members Mstep: Class 45 contains 2720 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8094 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3868 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 978 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9904 members Mstep: Class 54 contains 3551 members Mstep: Class 55 contains 948 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26371 members Mstep: Class 60 contains 7703 members Mstep: Class 61 contains 3077 members Mstep: Class 62 contains 2224 members Mstep: Class 63 contains 16630 members Mstep: Class 64 contains 3362 members Mstep: Class 65 contains 429 members Mstep: Class 66 contains 5694 members Mstep: Class 67 contains 289 members Mstep: Class 68 contains 7388 members Mstep: Class 69 contains 2719 members Mstep: Class 70 contains 32275 members Mstep: Class 71 contains 2744 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1847 members Mstep: Class 75 contains 20395 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4614 members Mstep: Class 79 contains 1202 members Mstep: Class 80 contains 904 members Mstep: Class 81 contains 3791 members Entering Unmasked Estep ConsiderDeletion Score: -18659306.000000 Penalty: 34741.167969 Iteration 158Q: 82 clusters Score -1.865931e+07 nChanged 1025 Entering ConstructFrom: Score: -18659306.000000 Penalty: 34741.167969 Entering ConstructFrom: Trying to split cluster 1 (9771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Entering Unmasked Estep Score: -462972.218750 Penalty: 303.176727 Iteration 0F: 2 clusters Score -462972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -456504.125000 Penalty: 606.353455 Iteration 0F: 3 clusters Score -456504.1 nChanged 4571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -459738.187500 Penalty: 606.353455 Iteration 1F: 3 clusters Score -459738.2 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -460553.500000 Penalty: 606.353455 Iteration 2F: 3 clusters Score -460553.5 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -461309.375000 Penalty: 606.353455 Iteration 3F: 3 clusters Score -461309.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -461845.125000 Penalty: 606.353455 Iteration 4F: 3 clusters Score -461845.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -462243.312500 Penalty: 606.353455 Iteration 5Q: 3 clusters Score -462243.3 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -462567.031250 Penalty: 606.353455 Iteration 6Q: 3 clusters Score -462567 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -462785.187500 Penalty: 606.353455 Iteration 7Q: 3 clusters Score -462785.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -462929.875000 Penalty: 606.353455 Iteration 8Q: 3 clusters Score -462929.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -463018.625000 Penalty: 606.353455 Iteration 9Q: 3 clusters Score -463018.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -463067.125000 Penalty: 606.353455 Iteration 10Q: 3 clusters Score -463067.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -463111.000000 Penalty: 606.353455 Iteration 11Q: 3 clusters Score -463111 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -463141.906250 Penalty: 606.353455 Iteration 12Q: 3 clusters Score -463141.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -463169.406250 Penalty: 606.353455 Iteration 13Q: 3 clusters Score -463169.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -463190.656250 Penalty: 606.353455 Iteration 14Q: 3 clusters Score -463190.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -463210.156250 Penalty: 606.353455 Iteration 15Q: 3 clusters Score -463210.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -463227.375000 Penalty: 606.353455 Iteration 16Q: 3 clusters Score -463227.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -463243.250000 Penalty: 606.353455 Iteration 17Q: 3 clusters Score -463243.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -463255.093750 Penalty: 606.353455 Iteration 18Q: 3 clusters Score -463255.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -463265.281250 Penalty: 606.353455 Iteration 19Q: 3 clusters Score -463265.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -463276.406250 Penalty: 606.353455 Iteration 20F: 3 clusters Score -463276.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -463283.531250 Penalty: 606.353455 Iteration 21Q: 3 clusters Score -463283.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -463289.250000 Penalty: 606.353455 Iteration 22Q: 3 clusters Score -463289.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -463294.343750 Penalty: 606.353455 Iteration 23Q: 3 clusters Score -463294.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -463297.500000 Penalty: 606.353455 Iteration 24Q: 3 clusters Score -463297.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -463299.875000 Penalty: 606.353455 Iteration 25Q: 3 clusters Score -463299.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -463302.218750 Penalty: 606.353455 Iteration 26Q: 3 clusters Score -463302.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -463304.937500 Penalty: 606.353455 Iteration 27Q: 3 clusters Score -463304.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -463306.312500 Penalty: 606.353455 Iteration 28Q: 3 clusters Score -463306.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -463306.812500 Penalty: 606.353455 Iteration 29Q: 3 clusters Score -463306.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -463306.875000 Penalty: 606.353455 Iteration 30Q: 3 clusters Score -463306.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -463307.468750 Penalty: 606.353455 Iteration 31Q: 3 clusters Score -463307.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -463307.343750 Penalty: 606.353455 Iteration 32Q: 3 clusters Score -463307.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -463308.687500 Penalty: 606.353455 Iteration 33Q: 3 clusters Score -463308.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -463308.812500 Penalty: 606.353455 Iteration 34Q: 3 clusters Score -463308.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -463309.062500 Penalty: 606.353455 Iteration 35Q: 3 clusters Score -463309.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -463309.125000 Penalty: 606.353455 Iteration 36Q: 3 clusters Score -463309.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -463310.281250 Penalty: 606.353455 Iteration 37Q: 3 clusters Score -463310.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -463310.593750 Penalty: 606.353455 Iteration 38Q: 3 clusters Score -463310.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -463310.968750 Penalty: 606.353455 Iteration 39Q: 3 clusters Score -463311 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -463312.062500 Penalty: 606.353455 Iteration 40F: 3 clusters Score -463312.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -463314.000000 Penalty: 606.353455 Iteration 41Q: 3 clusters Score -463314 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -463316.843750 Penalty: 606.353455 Iteration 42Q: 3 clusters Score -463316.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -463318.937500 Penalty: 606.353455 Iteration 43Q: 3 clusters Score -463318.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -463320.906250 Penalty: 606.353455 Iteration 44Q: 3 clusters Score -463320.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -463321.562500 Penalty: 606.353455 Iteration 45Q: 3 clusters Score -463321.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -463322.718750 Penalty: 606.353455 Iteration 46Q: 3 clusters Score -463322.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -463322.531250 Penalty: 606.353455 Iteration 47Q: 3 clusters Score -463322.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -463322.937500 Penalty: 606.353455 Iteration 48Q: 3 clusters Score -463322.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -463323.468750 Penalty: 606.353455 Iteration 49Q: 3 clusters Score -463323.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -463324.468750 Penalty: 606.353455 Iteration 50Q: 3 clusters Score -463324.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -463324.281250 Penalty: 606.353455 Iteration 51Q: 3 clusters Score -463324.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -463323.156250 Penalty: 606.353455 Iteration 52Q: 3 clusters Score -463323.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -463323.750000 Penalty: 606.353455 Iteration 53Q: 3 clusters Score -463323.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -463323.937500 Penalty: 606.353455 Iteration 54Q: 3 clusters Score -463323.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -463324.593750 Penalty: 606.353455 Iteration 55Q: 3 clusters Score -463324.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -463324.593750 Penalty: 606.353455 Iteration 56Q: 3 clusters Score -463324.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -463325.312500 Penalty: 606.353455 Iteration 57Q: 3 clusters Score -463325.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -463325.312500 Penalty: 606.353455 Iteration 58F: 3 clusters Score -463325.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 25104 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17518 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10066 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Entering Unmasked Estep Score: -18659708.000000 Penalty: 35170.070312 Splitting cluster 1 changes total score from -18659306.000000 to -18659708.000000 So it's getting split into cluster 82. Entering ConstructFrom: Trying to split cluster 2 (1659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Entering Unmasked Estep Score: -75351.562500 Penalty: 244.661026 Iteration 0F: 2 clusters Score -75351.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -74185.664062 Penalty: 489.322052 Iteration 0F: 3 clusters Score -74185.66 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -74592.546875 Penalty: 489.322052 Iteration 1F: 3 clusters Score -74592.55 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -74702.015625 Penalty: 489.322052 Iteration 2F: 3 clusters Score -74702.02 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -74800.992188 Penalty: 489.322052 Iteration 3F: 3 clusters Score -74800.99 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -74882.281250 Penalty: 489.322052 Iteration 4F: 3 clusters Score -74882.28 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -74924.851562 Penalty: 489.322052 Iteration 5Q: 3 clusters Score -74924.85 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -74969.187500 Penalty: 489.322052 Iteration 6Q: 3 clusters Score -74969.19 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -75006.328125 Penalty: 489.322052 Iteration 7Q: 3 clusters Score -75006.33 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -75041.179688 Penalty: 489.322052 Iteration 8Q: 3 clusters Score -75041.18 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -75066.257812 Penalty: 489.322052 Iteration 9Q: 3 clusters Score -75066.26 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -75080.484375 Penalty: 489.322052 Iteration 10Q: 3 clusters Score -75080.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -75087.710938 Penalty: 489.322052 Iteration 11Q: 3 clusters Score -75087.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -75093.164062 Penalty: 489.322052 Iteration 12Q: 3 clusters Score -75093.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -75097.937500 Penalty: 489.322052 Iteration 13Q: 3 clusters Score -75097.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -75101.070312 Penalty: 489.322052 Iteration 14Q: 3 clusters Score -75101.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -75105.382812 Penalty: 489.322052 Iteration 15Q: 3 clusters Score -75105.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -75109.492188 Penalty: 489.322052 Iteration 16Q: 3 clusters Score -75109.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -75113.023438 Penalty: 489.322052 Iteration 17Q: 3 clusters Score -75113.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -75115.164062 Penalty: 489.322052 Iteration 18Q: 3 clusters Score -75115.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -75116.343750 Penalty: 489.322052 Iteration 19Q: 3 clusters Score -75116.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -75117.109375 Penalty: 489.322052 Iteration 20F: 3 clusters Score -75117.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -75117.679688 Penalty: 489.322052 Iteration 21Q: 3 clusters Score -75117.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -75118.476562 Penalty: 489.322052 Iteration 22Q: 3 clusters Score -75118.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -75119.585938 Penalty: 489.322052 Iteration 23Q: 3 clusters Score -75119.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -75121.070312 Penalty: 489.322052 Iteration 24Q: 3 clusters Score -75121.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -75121.640625 Penalty: 489.322052 Iteration 25Q: 3 clusters Score -75121.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -75121.914062 Penalty: 489.322052 Iteration 26Q: 3 clusters Score -75121.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -75121.984375 Penalty: 489.322052 Iteration 27Q: 3 clusters Score -75121.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -75121.984375 Penalty: 489.322052 Iteration 28F: 3 clusters Score -75121.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Entering Unmasked Estep Score: -144272.468750 Penalty: 266.627411 Iteration 0F: 2 clusters Score -144272.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -142053.921875 Penalty: 533.254822 Iteration 0F: 3 clusters Score -142053.9 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -142860.734375 Penalty: 533.254822 Iteration 1F: 3 clusters Score -142860.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -142915.234375 Penalty: 533.254822 Iteration 2F: 3 clusters Score -142915.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -142970.281250 Penalty: 533.254822 Iteration 3Q: 3 clusters Score -142970.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -143042.468750 Penalty: 533.254822 Iteration 4Q: 3 clusters Score -143042.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -143136.265625 Penalty: 533.254822 Iteration 5Q: 3 clusters Score -143136.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -143243.687500 Penalty: 533.254822 Iteration 6F: 3 clusters Score -143243.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -143357.687500 Penalty: 533.254822 Iteration 7F: 3 clusters Score -143357.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -143488.750000 Penalty: 533.254822 Iteration 8F: 3 clusters Score -143488.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -143595.109375 Penalty: 533.254822 Iteration 9Q: 3 clusters Score -143595.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -143685.203125 Penalty: 533.254822 Iteration 10Q: 3 clusters Score -143685.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -143773.281250 Penalty: 533.254822 Iteration 11Q: 3 clusters Score -143773.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -143871.750000 Penalty: 533.254822 Iteration 12Q: 3 clusters Score -143871.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -143934.046875 Penalty: 533.254822 Iteration 13Q: 3 clusters Score -143934 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -143963.765625 Penalty: 533.254822 Iteration 14Q: 3 clusters Score -143963.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -143989.000000 Penalty: 533.254822 Iteration 15Q: 3 clusters Score -143989 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -144002.828125 Penalty: 533.254822 Iteration 16Q: 3 clusters Score -144002.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -144012.750000 Penalty: 533.254822 Iteration 17Q: 3 clusters Score -144012.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -144021.046875 Penalty: 533.254822 Iteration 18Q: 3 clusters Score -144021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -144030.281250 Penalty: 533.254822 Iteration 19Q: 3 clusters Score -144030.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -144032.937500 Penalty: 533.254822 Iteration 20F: 3 clusters Score -144032.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -144035.875000 Penalty: 533.254822 Iteration 21Q: 3 clusters Score -144035.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -144036.531250 Penalty: 533.254822 Iteration 22Q: 3 clusters Score -144036.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -144036.687500 Penalty: 533.254822 Iteration 23Q: 3 clusters Score -144036.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -144036.687500 Penalty: 533.254822 Iteration 24F: 3 clusters Score -144036.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (25104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25104 members Entering Unmasked Estep Score: -1192273.875000 Penalty: 334.315796 Iteration 0F: 2 clusters Score -1192274 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12617 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -1175576.500000 Penalty: 668.631592 Iteration 0F: 3 clusters Score -1175576 nChanged 12020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -1182798.875000 Penalty: 668.631592 Iteration 1F: 3 clusters Score -1182799 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -1183366.500000 Penalty: 668.631592 Iteration 2F: 3 clusters Score -1183366 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13080 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -1184103.500000 Penalty: 668.631592 Iteration 3F: 3 clusters Score -1184104 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13527 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -1185090.125000 Penalty: 668.631592 Iteration 4F: 3 clusters Score -1185090 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -1186327.625000 Penalty: 668.631592 Iteration 5F: 3 clusters Score -1186328 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -1187584.125000 Penalty: 668.631592 Iteration 6F: 3 clusters Score -1187584 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 10152 members Entering Unmasked Estep Score: -1188477.625000 Penalty: 668.631592 Iteration 7F: 3 clusters Score -1188478 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -1188964.625000 Penalty: 668.631592 Iteration 8Q: 3 clusters Score -1188965 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1189217.500000 Penalty: 668.631592 Iteration 9Q: 3 clusters Score -1189218 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -1189360.875000 Penalty: 668.631592 Iteration 10Q: 3 clusters Score -1189361 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -1189485.125000 Penalty: 668.631592 Iteration 11Q: 3 clusters Score -1189485 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1189575.125000 Penalty: 668.631592 Iteration 12Q: 3 clusters Score -1189575 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 9279 members Entering Unmasked Estep Score: -1189660.000000 Penalty: 668.631592 Iteration 13Q: 3 clusters Score -1189660 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15946 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -1189731.000000 Penalty: 668.631592 Iteration 14Q: 3 clusters Score -1189731 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16076 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -1189795.625000 Penalty: 668.631592 Iteration 15Q: 3 clusters Score -1189796 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1189852.250000 Penalty: 668.631592 Iteration 16Q: 3 clusters Score -1189852 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1189907.375000 Penalty: 668.631592 Iteration 17Q: 3 clusters Score -1189907 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1189966.625000 Penalty: 668.631592 Iteration 18Q: 3 clusters Score -1189967 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1190004.875000 Penalty: 668.631592 Iteration 19Q: 3 clusters Score -1190005 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16671 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -1190039.375000 Penalty: 668.631592 Iteration 20F: 3 clusters Score -1190039 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -1190075.250000 Penalty: 668.631592 Iteration 21Q: 3 clusters Score -1190075 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16943 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -1190131.125000 Penalty: 668.631592 Iteration 22Q: 3 clusters Score -1190131 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -1190178.250000 Penalty: 668.631592 Iteration 23Q: 3 clusters Score -1190178 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17254 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -1190226.750000 Penalty: 668.631592 Iteration 24Q: 3 clusters Score -1190227 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17410 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1190266.875000 Penalty: 668.631592 Iteration 25Q: 3 clusters Score -1190267 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17579 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -1190312.750000 Penalty: 668.631592 Iteration 26Q: 3 clusters Score -1190313 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1190350.125000 Penalty: 668.631592 Iteration 27Q: 3 clusters Score -1190350 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17952 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1190395.000000 Penalty: 668.631592 Iteration 28Q: 3 clusters Score -1190395 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1190438.500000 Penalty: 668.631592 Iteration 29Q: 3 clusters Score -1190438 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18331 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -1190482.875000 Penalty: 668.631592 Iteration 30Q: 3 clusters Score -1190483 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18542 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1190526.125000 Penalty: 668.631592 Iteration 31Q: 3 clusters Score -1190526 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18755 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1190566.125000 Penalty: 668.631592 Iteration 32Q: 3 clusters Score -1190566 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1190612.250000 Penalty: 668.631592 Iteration 33Q: 3 clusters Score -1190612 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19166 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -1190657.125000 Penalty: 668.631592 Iteration 34Q: 3 clusters Score -1190657 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19375 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1190695.000000 Penalty: 668.631592 Iteration 35Q: 3 clusters Score -1190695 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19600 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1190740.125000 Penalty: 668.631592 Iteration 36Q: 3 clusters Score -1190740 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19824 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1190792.875000 Penalty: 668.631592 Iteration 37Q: 3 clusters Score -1190793 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20065 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1190850.125000 Penalty: 668.631592 Iteration 38Q: 3 clusters Score -1190850 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20315 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1190922.250000 Penalty: 668.631592 Iteration 39Q: 3 clusters Score -1190922 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20578 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1190989.000000 Penalty: 668.631592 Iteration 40F: 3 clusters Score -1190989 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20834 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1191057.625000 Penalty: 668.631592 Iteration 41Q: 3 clusters Score -1191058 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21087 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1191110.250000 Penalty: 668.631592 Iteration 42Q: 3 clusters Score -1191110 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21330 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1191174.750000 Penalty: 668.631592 Iteration 43Q: 3 clusters Score -1191175 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21546 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1191223.000000 Penalty: 668.631592 Iteration 44Q: 3 clusters Score -1191223 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1191265.625000 Penalty: 668.631592 Iteration 45Q: 3 clusters Score -1191266 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1191320.625000 Penalty: 668.631592 Iteration 46Q: 3 clusters Score -1191321 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1191373.875000 Penalty: 668.631592 Iteration 47Q: 3 clusters Score -1191374 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22400 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1191433.625000 Penalty: 668.631592 Iteration 48Q: 3 clusters Score -1191434 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -1191502.250000 Penalty: 668.631592 Iteration 49Q: 3 clusters Score -1191502 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22835 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1191568.625000 Penalty: 668.631592 Iteration 50Q: 3 clusters Score -1191569 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23045 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1191635.875000 Penalty: 668.631592 Iteration 51Q: 3 clusters Score -1191636 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23216 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1191684.625000 Penalty: 668.631592 Iteration 52Q: 3 clusters Score -1191685 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23386 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1191739.375000 Penalty: 668.631592 Iteration 53Q: 3 clusters Score -1191739 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23521 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1191787.000000 Penalty: 668.631592 Iteration 54Q: 3 clusters Score -1191787 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23643 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1191831.375000 Penalty: 668.631592 Iteration 55Q: 3 clusters Score -1191831 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23747 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1191859.875000 Penalty: 668.631592 Iteration 56Q: 3 clusters Score -1191860 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23850 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1191895.250000 Penalty: 668.631592 Iteration 57Q: 3 clusters Score -1191895 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23952 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1191937.125000 Penalty: 668.631592 Iteration 58Q: 3 clusters Score -1191937 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1191966.875000 Penalty: 668.631592 Iteration 59Q: 3 clusters Score -1191967 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1191987.125000 Penalty: 668.631592 Iteration 60F: 3 clusters Score -1191987 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1192004.875000 Penalty: 668.631592 Iteration 61Q: 3 clusters Score -1192005 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1192019.625000 Penalty: 668.631592 Iteration 62Q: 3 clusters Score -1192020 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24237 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1192030.625000 Penalty: 668.631592 Iteration 63Q: 3 clusters Score -1192031 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1192040.375000 Penalty: 668.631592 Iteration 64Q: 3 clusters Score -1192040 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1192043.000000 Penalty: 668.631592 Iteration 65Q: 3 clusters Score -1192043 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24311 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1192044.750000 Penalty: 668.631592 Iteration 66Q: 3 clusters Score -1192045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1192050.000000 Penalty: 668.631592 Iteration 67Q: 3 clusters Score -1192050 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24347 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1192053.125000 Penalty: 668.631592 Iteration 68Q: 3 clusters Score -1192053 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24357 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1192055.000000 Penalty: 668.631592 Iteration 69Q: 3 clusters Score -1192055 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1192058.125000 Penalty: 668.631592 Iteration 70Q: 3 clusters Score -1192058 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24384 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1192064.625000 Penalty: 668.631592 Iteration 71Q: 3 clusters Score -1192065 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24408 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1192075.875000 Penalty: 668.631592 Iteration 72Q: 3 clusters Score -1192076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1192083.000000 Penalty: 668.631592 Iteration 73Q: 3 clusters Score -1192083 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24436 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1192090.500000 Penalty: 668.631592 Iteration 74Q: 3 clusters Score -1192090 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24455 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1192101.125000 Penalty: 668.631592 Iteration 75Q: 3 clusters Score -1192101 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24473 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1192117.125000 Penalty: 668.631592 Iteration 76Q: 3 clusters Score -1192117 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24483 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1192133.125000 Penalty: 668.631592 Iteration 77Q: 3 clusters Score -1192133 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24497 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1192165.000000 Penalty: 668.631592 Iteration 78Q: 3 clusters Score -1192165 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24522 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1192224.500000 Penalty: 668.631592 Iteration 79Q: 3 clusters Score -1192224 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24526 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1192284.500000 Penalty: 668.631592 Iteration 80F: 3 clusters Score -1192284 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24508 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1192304.000000 Penalty: 668.631592 Iteration 81Q: 3 clusters Score -1192304 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24482 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1192325.250000 Penalty: 668.631592 Iteration 82Q: 3 clusters Score -1192325 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24457 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1192340.875000 Penalty: 668.631592 Iteration 83Q: 3 clusters Score -1192341 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24424 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1192360.500000 Penalty: 668.631592 Iteration 84Q: 3 clusters Score -1192360 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24381 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1192377.625000 Penalty: 668.631592 Iteration 85Q: 3 clusters Score -1192378 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24349 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1192389.375000 Penalty: 668.631592 Iteration 86Q: 3 clusters Score -1192389 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1192399.625000 Penalty: 668.631592 Iteration 87Q: 3 clusters Score -1192400 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24296 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1192407.875000 Penalty: 668.631592 Iteration 88Q: 3 clusters Score -1192408 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1192412.500000 Penalty: 668.631592 Iteration 89Q: 3 clusters Score -1192412 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1192422.125000 Penalty: 668.631592 Iteration 90Q: 3 clusters Score -1192422 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24199 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1192427.500000 Penalty: 668.631592 Iteration 91Q: 3 clusters Score -1192428 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24171 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1192434.625000 Penalty: 668.631592 Iteration 92Q: 3 clusters Score -1192435 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24147 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1192442.375000 Penalty: 668.631592 Iteration 93Q: 3 clusters Score -1192442 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24130 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1192443.000000 Penalty: 668.631592 Iteration 94Q: 3 clusters Score -1192443 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1192446.375000 Penalty: 668.631592 Iteration 95Q: 3 clusters Score -1192446 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1192448.375000 Penalty: 668.631592 Iteration 96Q: 3 clusters Score -1192448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24099 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1192447.875000 Penalty: 668.631592 Iteration 97Q: 3 clusters Score -1192448 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24091 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1192450.375000 Penalty: 668.631592 Iteration 98Q: 3 clusters Score -1192450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24084 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1192449.875000 Penalty: 668.631592 Iteration 99Q: 3 clusters Score -1192450 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24072 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1192456.375000 Penalty: 668.631592 Iteration 100F: 3 clusters Score -1192456 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24055 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1192460.750000 Penalty: 668.631592 Iteration 101Q: 3 clusters Score -1192461 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24031 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1192466.625000 Penalty: 668.631592 Iteration 102Q: 3 clusters Score -1192467 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1192473.625000 Penalty: 668.631592 Iteration 103Q: 3 clusters Score -1192474 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23984 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1192478.750000 Penalty: 668.631592 Iteration 104Q: 3 clusters Score -1192479 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1192484.250000 Penalty: 668.631592 Iteration 105Q: 3 clusters Score -1192484 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1192488.000000 Penalty: 668.631592 Iteration 106Q: 3 clusters Score -1192488 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1192488.750000 Penalty: 668.631592 Iteration 107Q: 3 clusters Score -1192489 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1192490.750000 Penalty: 668.631592 Iteration 108Q: 3 clusters Score -1192491 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23867 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1192493.500000 Penalty: 668.631592 Iteration 109Q: 3 clusters Score -1192494 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23841 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1192497.875000 Penalty: 668.631592 Iteration 110Q: 3 clusters Score -1192498 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23823 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1192501.625000 Penalty: 668.631592 Iteration 111Q: 3 clusters Score -1192502 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1192505.750000 Penalty: 668.631592 Iteration 112Q: 3 clusters Score -1192506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23790 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1192509.625000 Penalty: 668.631592 Iteration 113Q: 3 clusters Score -1192510 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23775 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1192511.875000 Penalty: 668.631592 Iteration 114Q: 3 clusters Score -1192512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23761 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1192511.500000 Penalty: 668.631592 Iteration 115Q: 3 clusters Score -1192512 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23749 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1192511.750000 Penalty: 668.631592 Iteration 116Q: 3 clusters Score -1192512 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23740 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1192513.625000 Penalty: 668.631592 Iteration 117Q: 3 clusters Score -1192514 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23730 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1192514.000000 Penalty: 668.631592 Iteration 118Q: 3 clusters Score -1192514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23724 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1192514.625000 Penalty: 668.631592 Iteration 119Q: 3 clusters Score -1192515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23718 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1192513.750000 Penalty: 668.631592 Iteration 120F: 3 clusters Score -1192514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23718 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1192514.250000 Penalty: 668.631592 Iteration 121Q: 3 clusters Score -1192514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1192516.125000 Penalty: 668.631592 Iteration 122Q: 3 clusters Score -1192516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23711 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -1192515.125000 Penalty: 668.631592 Iteration 123Q: 3 clusters Score -1192515 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23708 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1192516.875000 Penalty: 668.631592 Iteration 124Q: 3 clusters Score -1192517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23706 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1192517.875000 Penalty: 668.631592 Iteration 125Q: 3 clusters Score -1192518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23701 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1192519.000000 Penalty: 668.631592 Iteration 126Q: 3 clusters Score -1192519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23696 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1192520.625000 Penalty: 668.631592 Iteration 127Q: 3 clusters Score -1192521 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23690 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1192521.250000 Penalty: 668.631592 Iteration 128Q: 3 clusters Score -1192521 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1192523.500000 Penalty: 668.631592 Iteration 129Q: 3 clusters Score -1192524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23671 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1192524.500000 Penalty: 668.631592 Iteration 130Q: 3 clusters Score -1192524 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23659 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1192525.125000 Penalty: 668.631592 Iteration 131Q: 3 clusters Score -1192525 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23642 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1192526.750000 Penalty: 668.631592 Iteration 132Q: 3 clusters Score -1192527 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23626 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1192527.375000 Penalty: 668.631592 Iteration 133Q: 3 clusters Score -1192527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1192529.000000 Penalty: 668.631592 Iteration 134Q: 3 clusters Score -1192529 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1192528.250000 Penalty: 668.631592 Iteration 135Q: 3 clusters Score -1192528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1192528.500000 Penalty: 668.631592 Iteration 136Q: 3 clusters Score -1192528 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23591 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1192529.375000 Penalty: 668.631592 Iteration 137Q: 3 clusters Score -1192529 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1192530.125000 Penalty: 668.631592 Iteration 138Q: 3 clusters Score -1192530 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23564 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1192530.625000 Penalty: 668.631592 Iteration 139Q: 3 clusters Score -1192531 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1192532.000000 Penalty: 668.631592 Iteration 140F: 3 clusters Score -1192532 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23536 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1192534.375000 Penalty: 668.631592 Iteration 141Q: 3 clusters Score -1192534 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23520 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1192534.625000 Penalty: 668.631592 Iteration 142Q: 3 clusters Score -1192535 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1192538.375000 Penalty: 668.631592 Iteration 143Q: 3 clusters Score -1192538 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1192538.500000 Penalty: 668.631592 Iteration 144Q: 3 clusters Score -1192538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23495 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1192537.750000 Penalty: 668.631592 Iteration 145Q: 3 clusters Score -1192538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1192537.875000 Penalty: 668.631592 Iteration 146Q: 3 clusters Score -1192538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23491 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1192537.250000 Penalty: 668.631592 Iteration 147Q: 3 clusters Score -1192537 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23489 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1192537.750000 Penalty: 668.631592 Iteration 148Q: 3 clusters Score -1192538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23486 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -1192537.625000 Penalty: 668.631592 Iteration 149Q: 3 clusters Score -1192538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1192536.625000 Penalty: 668.631592 Iteration 150Q: 3 clusters Score -1192537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1192536.625000 Penalty: 668.631592 Iteration 151F: 3 clusters Score -1192537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 1204 members Mstep: Class 13 contains 17518 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10066 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Entering Unmasked Estep Score: -18659916.000000 Penalty: 35598.976562 Splitting cluster 4 changes total score from -18659306.000000 to -18659916.000000 So it's getting split into cluster 83. Entering ConstructFrom: Trying to split cluster 5 (4720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Entering Unmasked Estep Score: -194221.359375 Penalty: 279.165619 Iteration 0F: 2 clusters Score -194221.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -191051.375000 Penalty: 558.331238 Iteration 0F: 3 clusters Score -191051.4 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -192397.515625 Penalty: 558.331238 Iteration 1F: 3 clusters Score -192397.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -192736.062500 Penalty: 558.331238 Iteration 2F: 3 clusters Score -192736.1 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -193066.062500 Penalty: 558.331238 Iteration 3F: 3 clusters Score -193066.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -193328.734375 Penalty: 558.331238 Iteration 4F: 3 clusters Score -193328.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -193537.484375 Penalty: 558.331238 Iteration 5F: 3 clusters Score -193537.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -193724.484375 Penalty: 558.331238 Iteration 6Q: 3 clusters Score -193724.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -193808.765625 Penalty: 558.331238 Iteration 7Q: 3 clusters Score -193808.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -193825.687500 Penalty: 558.331238 Iteration 8Q: 3 clusters Score -193825.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -193834.468750 Penalty: 558.331238 Iteration 9Q: 3 clusters Score -193834.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -193842.359375 Penalty: 558.331238 Iteration 10Q: 3 clusters Score -193842.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -193848.703125 Penalty: 558.331238 Iteration 11Q: 3 clusters Score -193848.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -193853.515625 Penalty: 558.331238 Iteration 12Q: 3 clusters Score -193853.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -193858.453125 Penalty: 558.331238 Iteration 13Q: 3 clusters Score -193858.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -193864.062500 Penalty: 558.331238 Iteration 14Q: 3 clusters Score -193864.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -193869.109375 Penalty: 558.331238 Iteration 15Q: 3 clusters Score -193869.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -193874.703125 Penalty: 558.331238 Iteration 16Q: 3 clusters Score -193874.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -193879.593750 Penalty: 558.331238 Iteration 17Q: 3 clusters Score -193879.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -193885.562500 Penalty: 558.331238 Iteration 18Q: 3 clusters Score -193885.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -193888.328125 Penalty: 558.331238 Iteration 19Q: 3 clusters Score -193888.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -193890.453125 Penalty: 558.331238 Iteration 20F: 3 clusters Score -193890.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -193890.812500 Penalty: 558.331238 Iteration 21Q: 3 clusters Score -193890.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -193891.578125 Penalty: 558.331238 Iteration 22Q: 3 clusters Score -193891.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -193891.906250 Penalty: 558.331238 Iteration 23Q: 3 clusters Score -193891.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -193892.531250 Penalty: 558.331238 Iteration 24Q: 3 clusters Score -193892.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -193893.703125 Penalty: 558.331238 Iteration 25Q: 3 clusters Score -193893.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -193894.468750 Penalty: 558.331238 Iteration 26Q: 3 clusters Score -193894.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -193894.875000 Penalty: 558.331238 Iteration 27Q: 3 clusters Score -193894.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -193895.328125 Penalty: 558.331238 Iteration 28Q: 3 clusters Score -193895.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -193894.828125 Penalty: 558.331238 Iteration 29Q: 3 clusters Score -193894.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -193895.937500 Penalty: 558.331238 Iteration 30Q: 3 clusters Score -193895.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -193896.875000 Penalty: 558.331238 Iteration 31Q: 3 clusters Score -193896.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -193897.203125 Penalty: 558.331238 Iteration 32Q: 3 clusters Score -193897.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -193897.359375 Penalty: 558.331238 Iteration 33Q: 3 clusters Score -193897.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -193899.015625 Penalty: 558.331238 Iteration 34Q: 3 clusters Score -193899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -193900.218750 Penalty: 558.331238 Iteration 35Q: 3 clusters Score -193900.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -193900.578125 Penalty: 558.331238 Iteration 36Q: 3 clusters Score -193900.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -193901.812500 Penalty: 558.331238 Iteration 37Q: 3 clusters Score -193901.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -193902.796875 Penalty: 558.331238 Iteration 38Q: 3 clusters Score -193902.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -193903.937500 Penalty: 558.331238 Iteration 39Q: 3 clusters Score -193903.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -193904.281250 Penalty: 558.331238 Iteration 40F: 3 clusters Score -193904.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -193905.250000 Penalty: 558.331238 Iteration 41Q: 3 clusters Score -193905.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -193905.859375 Penalty: 558.331238 Iteration 42Q: 3 clusters Score -193905.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -193906.125000 Penalty: 558.331238 Iteration 43Q: 3 clusters Score -193906.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -193906.296875 Penalty: 558.331238 Iteration 44Q: 3 clusters Score -193906.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -193906.718750 Penalty: 558.331238 Iteration 45Q: 3 clusters Score -193906.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -193906.765625 Penalty: 558.331238 Iteration 46Q: 3 clusters Score -193906.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -193907.187500 Penalty: 558.331238 Iteration 47Q: 3 clusters Score -193907.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -193907.468750 Penalty: 558.331238 Iteration 48Q: 3 clusters Score -193907.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -193907.703125 Penalty: 558.331238 Iteration 49Q: 3 clusters Score -193907.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -193908.343750 Penalty: 558.331238 Iteration 50Q: 3 clusters Score -193908.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -193908.500000 Penalty: 558.331238 Iteration 51Q: 3 clusters Score -193908.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -193908.953125 Penalty: 558.331238 Iteration 52Q: 3 clusters Score -193909 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -193909.828125 Penalty: 558.331238 Iteration 53Q: 3 clusters Score -193909.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -193909.765625 Penalty: 558.331238 Iteration 54Q: 3 clusters Score -193909.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -193910.453125 Penalty: 558.331238 Iteration 55Q: 3 clusters Score -193910.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -193911.015625 Penalty: 558.331238 Iteration 56Q: 3 clusters Score -193911 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -193911.421875 Penalty: 558.331238 Iteration 57Q: 3 clusters Score -193911.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -193911.609375 Penalty: 558.331238 Iteration 58Q: 3 clusters Score -193911.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -193911.750000 Penalty: 558.331238 Iteration 59Q: 3 clusters Score -193911.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -193912.000000 Penalty: 558.331238 Iteration 60F: 3 clusters Score -193912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -193912.890625 Penalty: 558.331238 Iteration 61Q: 3 clusters Score -193912.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -193914.453125 Penalty: 558.331238 Iteration 62Q: 3 clusters Score -193914.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -193916.781250 Penalty: 558.331238 Iteration 63Q: 3 clusters Score -193916.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -193919.796875 Penalty: 558.331238 Iteration 64Q: 3 clusters Score -193919.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -193920.671875 Penalty: 558.331238 Iteration 65Q: 3 clusters Score -193920.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -193921.484375 Penalty: 558.331238 Iteration 66Q: 3 clusters Score -193921.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -193921.843750 Penalty: 558.331238 Iteration 67Q: 3 clusters Score -193921.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -193922.453125 Penalty: 558.331238 Iteration 68Q: 3 clusters Score -193922.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -193922.656250 Penalty: 558.331238 Iteration 69Q: 3 clusters Score -193922.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -193922.906250 Penalty: 558.331238 Iteration 70Q: 3 clusters Score -193922.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -193923.593750 Penalty: 558.331238 Iteration 71Q: 3 clusters Score -193923.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -193924.406250 Penalty: 558.331238 Iteration 72Q: 3 clusters Score -193924.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -193925.062500 Penalty: 558.331238 Iteration 73Q: 3 clusters Score -193925.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -193924.890625 Penalty: 558.331238 Iteration 74Q: 3 clusters Score -193924.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -193925.062500 Penalty: 558.331238 Iteration 75Q: 3 clusters Score -193925.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -193925.078125 Penalty: 558.331238 Iteration 76Q: 3 clusters Score -193925.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -193925.078125 Penalty: 558.331238 Iteration 77F: 3 clusters Score -193925.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -10481.472656 Penalty: 188.553177 Iteration 0F: 2 clusters Score -10481.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10174.043945 Penalty: 377.106354 Iteration 0F: 3 clusters Score -10174.04 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -10272.646484 Penalty: 377.106354 Iteration 1F: 3 clusters Score -10272.65 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10308.680664 Penalty: 377.106354 Iteration 2F: 3 clusters Score -10308.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10332.607422 Penalty: 377.106354 Iteration 3F: 3 clusters Score -10332.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -10342.069336 Penalty: 377.106354 Iteration 4Q: 3 clusters Score -10342.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -10348.008789 Penalty: 377.106354 Iteration 5Q: 3 clusters Score -10348.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -10349.607422 Penalty: 377.106354 Iteration 6Q: 3 clusters Score -10349.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -10350.851562 Penalty: 377.106354 Iteration 7Q: 3 clusters Score -10350.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -10350.851562 Penalty: 377.106354 Iteration 8F: 3 clusters Score -10350.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Entering Unmasked Estep Score: -106938.992188 Penalty: 259.091980 Iteration 0F: 2 clusters Score -106939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -105171.343750 Penalty: 518.183960 Iteration 0F: 3 clusters Score -105171.3 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -105957.898438 Penalty: 518.183960 Iteration 1F: 3 clusters Score -105957.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -106108.156250 Penalty: 518.183960 Iteration 2F: 3 clusters Score -106108.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -106220.953125 Penalty: 518.183960 Iteration 3F: 3 clusters Score -106221 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -106298.085938 Penalty: 518.183960 Iteration 4F: 3 clusters Score -106298.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -106341.914062 Penalty: 518.183960 Iteration 5Q: 3 clusters Score -106341.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -106379.406250 Penalty: 518.183960 Iteration 6Q: 3 clusters Score -106379.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -106411.187500 Penalty: 518.183960 Iteration 7Q: 3 clusters Score -106411.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -106447.179688 Penalty: 518.183960 Iteration 8Q: 3 clusters Score -106447.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -106472.804688 Penalty: 518.183960 Iteration 9Q: 3 clusters Score -106472.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -106494.265625 Penalty: 518.183960 Iteration 10Q: 3 clusters Score -106494.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -106519.656250 Penalty: 518.183960 Iteration 11Q: 3 clusters Score -106519.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -106550.500000 Penalty: 518.183960 Iteration 12Q: 3 clusters Score -106550.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -106583.187500 Penalty: 518.183960 Iteration 13Q: 3 clusters Score -106583.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -106617.906250 Penalty: 518.183960 Iteration 14Q: 3 clusters Score -106617.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -106643.742188 Penalty: 518.183960 Iteration 15Q: 3 clusters Score -106643.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -106659.781250 Penalty: 518.183960 Iteration 16Q: 3 clusters Score -106659.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -106676.195312 Penalty: 518.183960 Iteration 17Q: 3 clusters Score -106676.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -106690.601562 Penalty: 518.183960 Iteration 18Q: 3 clusters Score -106690.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -106701.421875 Penalty: 518.183960 Iteration 19Q: 3 clusters Score -106701.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -106708.304688 Penalty: 518.183960 Iteration 20F: 3 clusters Score -106708.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -106718.500000 Penalty: 518.183960 Iteration 21Q: 3 clusters Score -106718.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -106725.562500 Penalty: 518.183960 Iteration 22Q: 3 clusters Score -106725.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -106735.046875 Penalty: 518.183960 Iteration 23Q: 3 clusters Score -106735 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -106745.218750 Penalty: 518.183960 Iteration 24Q: 3 clusters Score -106745.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -106752.679688 Penalty: 518.183960 Iteration 25Q: 3 clusters Score -106752.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -106756.609375 Penalty: 518.183960 Iteration 26Q: 3 clusters Score -106756.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -106759.507812 Penalty: 518.183960 Iteration 27Q: 3 clusters Score -106759.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -106761.148438 Penalty: 518.183960 Iteration 28Q: 3 clusters Score -106761.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -106762.796875 Penalty: 518.183960 Iteration 29Q: 3 clusters Score -106762.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -106765.054688 Penalty: 518.183960 Iteration 30Q: 3 clusters Score -106765.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -106765.867188 Penalty: 518.183960 Iteration 31Q: 3 clusters Score -106765.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -106766.062500 Penalty: 518.183960 Iteration 32Q: 3 clusters Score -106766.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -106766.312500 Penalty: 518.183960 Iteration 33Q: 3 clusters Score -106766.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -106766.742188 Penalty: 518.183960 Iteration 34Q: 3 clusters Score -106766.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -106766.937500 Penalty: 518.183960 Iteration 35Q: 3 clusters Score -106766.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -106767.304688 Penalty: 518.183960 Iteration 36Q: 3 clusters Score -106767.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -106767.304688 Penalty: 518.183960 Iteration 37F: 3 clusters Score -106767.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Entering Unmasked Estep Score: -171972.250000 Penalty: 272.036987 Iteration 0F: 2 clusters Score -171972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -169337.734375 Penalty: 544.073975 Iteration 0F: 3 clusters Score -169337.7 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -170356.203125 Penalty: 544.073975 Iteration 1F: 3 clusters Score -170356.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -170503.578125 Penalty: 544.073975 Iteration 2F: 3 clusters Score -170503.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -170695.765625 Penalty: 544.073975 Iteration 3F: 3 clusters Score -170695.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -170941.828125 Penalty: 544.073975 Iteration 4F: 3 clusters Score -170941.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -171166.140625 Penalty: 544.073975 Iteration 5F: 3 clusters Score -171166.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -171339.078125 Penalty: 544.073975 Iteration 6Q: 3 clusters Score -171339.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -171497.140625 Penalty: 544.073975 Iteration 7Q: 3 clusters Score -171497.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -171597.421875 Penalty: 544.073975 Iteration 8Q: 3 clusters Score -171597.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -171637.593750 Penalty: 544.073975 Iteration 9Q: 3 clusters Score -171637.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -171657.734375 Penalty: 544.073975 Iteration 10Q: 3 clusters Score -171657.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -171675.109375 Penalty: 544.073975 Iteration 11Q: 3 clusters Score -171675.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -171696.687500 Penalty: 544.073975 Iteration 12Q: 3 clusters Score -171696.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -171722.406250 Penalty: 544.073975 Iteration 13Q: 3 clusters Score -171722.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -171739.890625 Penalty: 544.073975 Iteration 14Q: 3 clusters Score -171739.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -171753.921875 Penalty: 544.073975 Iteration 15Q: 3 clusters Score -171753.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -171761.187500 Penalty: 544.073975 Iteration 16Q: 3 clusters Score -171761.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -171769.890625 Penalty: 544.073975 Iteration 17Q: 3 clusters Score -171769.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -171780.140625 Penalty: 544.073975 Iteration 18Q: 3 clusters Score -171780.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -171808.687500 Penalty: 544.073975 Iteration 19Q: 3 clusters Score -171808.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -171857.078125 Penalty: 544.073975 Iteration 20F: 3 clusters Score -171857.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -171874.109375 Penalty: 544.073975 Iteration 21Q: 3 clusters Score -171874.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -171875.906250 Penalty: 544.073975 Iteration 22Q: 3 clusters Score -171875.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -171876.437500 Penalty: 544.073975 Iteration 23Q: 3 clusters Score -171876.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -171876.703125 Penalty: 544.073975 Iteration 24Q: 3 clusters Score -171876.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -171876.703125 Penalty: 544.073975 Iteration 25F: 3 clusters Score -171876.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Entering Unmasked Estep Score: -45284.828125 Penalty: 226.471008 Iteration 0F: 2 clusters Score -45284.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -44562.964844 Penalty: 452.942017 Iteration 0F: 3 clusters Score -44562.96 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -44781.886719 Penalty: 452.942017 Iteration 1F: 3 clusters Score -44781.89 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -44834.125000 Penalty: 452.942017 Iteration 2F: 3 clusters Score -44834.12 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -44892.652344 Penalty: 452.942017 Iteration 3F: 3 clusters Score -44892.65 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -44962.031250 Penalty: 452.942017 Iteration 4F: 3 clusters Score -44962.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -45041.335938 Penalty: 452.942017 Iteration 5F: 3 clusters Score -45041.34 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -45122.531250 Penalty: 452.942017 Iteration 6F: 3 clusters Score -45122.53 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -45152.171875 Penalty: 452.942017 Iteration 7Q: 3 clusters Score -45152.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -45160.339844 Penalty: 452.942017 Iteration 8Q: 3 clusters Score -45160.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -45167.847656 Penalty: 452.942017 Iteration 9Q: 3 clusters Score -45167.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -45170.441406 Penalty: 452.942017 Iteration 10Q: 3 clusters Score -45170.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -45171.230469 Penalty: 452.942017 Iteration 11Q: 3 clusters Score -45171.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45171.667969 Penalty: 452.942017 Iteration 12Q: 3 clusters Score -45171.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45172.289062 Penalty: 452.942017 Iteration 13Q: 3 clusters Score -45172.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -45172.769531 Penalty: 452.942017 Iteration 14Q: 3 clusters Score -45172.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45173.023438 Penalty: 452.942017 Iteration 15Q: 3 clusters Score -45173.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45173.632812 Penalty: 452.942017 Iteration 16Q: 3 clusters Score -45173.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45174.390625 Penalty: 452.942017 Iteration 17Q: 3 clusters Score -45174.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -45174.496094 Penalty: 452.942017 Iteration 18Q: 3 clusters Score -45174.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -45174.886719 Penalty: 452.942017 Iteration 19Q: 3 clusters Score -45174.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -45175.234375 Penalty: 452.942017 Iteration 20F: 3 clusters Score -45175.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -45175.597656 Penalty: 452.942017 Iteration 21Q: 3 clusters Score -45175.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -45175.597656 Penalty: 452.942017 Iteration 22F: 3 clusters Score -45175.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Entering Unmasked Estep Score: -415637.062500 Penalty: 299.193512 Iteration 0F: 2 clusters Score -415637.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -409931.000000 Penalty: 598.387024 Iteration 0F: 3 clusters Score -409931 nChanged 4012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -412447.125000 Penalty: 598.387024 Iteration 1F: 3 clusters Score -412447.1 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -412950.750000 Penalty: 598.387024 Iteration 2F: 3 clusters Score -412950.8 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -413588.531250 Penalty: 598.387024 Iteration 3F: 3 clusters Score -413588.5 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -414183.718750 Penalty: 598.387024 Iteration 4F: 3 clusters Score -414183.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -414599.000000 Penalty: 598.387024 Iteration 5F: 3 clusters Score -414599 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -414849.062500 Penalty: 598.387024 Iteration 6Q: 3 clusters Score -414849.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -415022.843750 Penalty: 598.387024 Iteration 7Q: 3 clusters Score -415022.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -415135.625000 Penalty: 598.387024 Iteration 8Q: 3 clusters Score -415135.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -415199.843750 Penalty: 598.387024 Iteration 9Q: 3 clusters Score -415199.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -415255.218750 Penalty: 598.387024 Iteration 10Q: 3 clusters Score -415255.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -415299.437500 Penalty: 598.387024 Iteration 11Q: 3 clusters Score -415299.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -415325.250000 Penalty: 598.387024 Iteration 12Q: 3 clusters Score -415325.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -415338.156250 Penalty: 598.387024 Iteration 13Q: 3 clusters Score -415338.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -415345.812500 Penalty: 598.387024 Iteration 14Q: 3 clusters Score -415345.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -415349.437500 Penalty: 598.387024 Iteration 15Q: 3 clusters Score -415349.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -415352.843750 Penalty: 598.387024 Iteration 16Q: 3 clusters Score -415352.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -415354.625000 Penalty: 598.387024 Iteration 17Q: 3 clusters Score -415354.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -415356.468750 Penalty: 598.387024 Iteration 18Q: 3 clusters Score -415356.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -415358.531250 Penalty: 598.387024 Iteration 19Q: 3 clusters Score -415358.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -415359.187500 Penalty: 598.387024 Iteration 20F: 3 clusters Score -415359.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -415360.656250 Penalty: 598.387024 Iteration 21Q: 3 clusters Score -415360.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -415363.437500 Penalty: 598.387024 Iteration 22Q: 3 clusters Score -415363.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -415365.218750 Penalty: 598.387024 Iteration 23Q: 3 clusters Score -415365.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -415367.031250 Penalty: 598.387024 Iteration 24Q: 3 clusters Score -415367 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -415368.062500 Penalty: 598.387024 Iteration 25Q: 3 clusters Score -415368.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -415368.125000 Penalty: 598.387024 Iteration 26Q: 3 clusters Score -415368.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -415368.687500 Penalty: 598.387024 Iteration 27Q: 3 clusters Score -415368.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -415370.281250 Penalty: 598.387024 Iteration 28Q: 3 clusters Score -415370.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -415370.531250 Penalty: 598.387024 Iteration 29Q: 3 clusters Score -415370.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -415371.531250 Penalty: 598.387024 Iteration 30Q: 3 clusters Score -415371.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -415371.406250 Penalty: 598.387024 Iteration 31Q: 3 clusters Score -415371.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -415372.187500 Penalty: 598.387024 Iteration 32Q: 3 clusters Score -415372.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -415372.750000 Penalty: 598.387024 Iteration 33Q: 3 clusters Score -415372.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -415372.750000 Penalty: 598.387024 Iteration 34Q: 3 clusters Score -415372.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -415373.406250 Penalty: 598.387024 Iteration 35Q: 3 clusters Score -415373.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -415373.250000 Penalty: 598.387024 Iteration 36Q: 3 clusters Score -415373.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -415373.250000 Penalty: 598.387024 Iteration 37F: 3 clusters Score -415373.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Entering Unmasked Estep Score: -422523.375000 Penalty: 298.655670 Iteration 0F: 2 clusters Score -422523.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -416881.062500 Penalty: 597.311340 Iteration 0F: 3 clusters Score -416881.1 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -419754.500000 Penalty: 597.311340 Iteration 1F: 3 clusters Score -419754.5 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -420743.187500 Penalty: 597.311340 Iteration 2F: 3 clusters Score -420743.2 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -421372.687500 Penalty: 597.311340 Iteration 3F: 3 clusters Score -421372.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -421650.468750 Penalty: 597.311340 Iteration 4F: 3 clusters Score -421650.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -421788.750000 Penalty: 597.311340 Iteration 5Q: 3 clusters Score -421788.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -421869.343750 Penalty: 597.311340 Iteration 6Q: 3 clusters Score -421869.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -421914.593750 Penalty: 597.311340 Iteration 7Q: 3 clusters Score -421914.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -421947.187500 Penalty: 597.311340 Iteration 8Q: 3 clusters Score -421947.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -421969.312500 Penalty: 597.311340 Iteration 9Q: 3 clusters Score -421969.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -421992.187500 Penalty: 597.311340 Iteration 10Q: 3 clusters Score -421992.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -422014.437500 Penalty: 597.311340 Iteration 11Q: 3 clusters Score -422014.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -422034.000000 Penalty: 597.311340 Iteration 12Q: 3 clusters Score -422034 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -422050.593750 Penalty: 597.311340 Iteration 13Q: 3 clusters Score -422050.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -422060.375000 Penalty: 597.311340 Iteration 14Q: 3 clusters Score -422060.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -422073.531250 Penalty: 597.311340 Iteration 15Q: 3 clusters Score -422073.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -422088.375000 Penalty: 597.311340 Iteration 16Q: 3 clusters Score -422088.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -422098.593750 Penalty: 597.311340 Iteration 17Q: 3 clusters Score -422098.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -422110.156250 Penalty: 597.311340 Iteration 18Q: 3 clusters Score -422110.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -422125.750000 Penalty: 597.311340 Iteration 19Q: 3 clusters Score -422125.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -422142.218750 Penalty: 597.311340 Iteration 20F: 3 clusters Score -422142.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -422154.843750 Penalty: 597.311340 Iteration 21Q: 3 clusters Score -422154.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -422168.968750 Penalty: 597.311340 Iteration 22Q: 3 clusters Score -422169 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -422183.937500 Penalty: 597.311340 Iteration 23Q: 3 clusters Score -422183.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -422197.437500 Penalty: 597.311340 Iteration 24Q: 3 clusters Score -422197.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -422211.468750 Penalty: 597.311340 Iteration 25Q: 3 clusters Score -422211.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -422217.250000 Penalty: 597.311340 Iteration 26Q: 3 clusters Score -422217.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -422222.343750 Penalty: 597.311340 Iteration 27Q: 3 clusters Score -422222.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -422226.781250 Penalty: 597.311340 Iteration 28Q: 3 clusters Score -422226.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -422231.312500 Penalty: 597.311340 Iteration 29Q: 3 clusters Score -422231.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -422235.406250 Penalty: 597.311340 Iteration 30Q: 3 clusters Score -422235.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -422240.156250 Penalty: 597.311340 Iteration 31Q: 3 clusters Score -422240.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -422246.843750 Penalty: 597.311340 Iteration 32Q: 3 clusters Score -422246.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -422252.218750 Penalty: 597.311340 Iteration 33Q: 3 clusters Score -422252.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -422256.906250 Penalty: 597.311340 Iteration 34Q: 3 clusters Score -422256.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -422259.031250 Penalty: 597.311340 Iteration 35Q: 3 clusters Score -422259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -422259.625000 Penalty: 597.311340 Iteration 36Q: 3 clusters Score -422259.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -422262.281250 Penalty: 597.311340 Iteration 37Q: 3 clusters Score -422262.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -422264.875000 Penalty: 597.311340 Iteration 38Q: 3 clusters Score -422264.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -422267.906250 Penalty: 597.311340 Iteration 39Q: 3 clusters Score -422267.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -422269.343750 Penalty: 597.311340 Iteration 40F: 3 clusters Score -422269.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -422270.031250 Penalty: 597.311340 Iteration 41Q: 3 clusters Score -422270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -422270.031250 Penalty: 597.311340 Iteration 42F: 3 clusters Score -422270 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Entering Unmasked Estep Score: -53414.996094 Penalty: 234.082352 Iteration 0F: 2 clusters Score -53415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -52572.343750 Penalty: 468.164703 Iteration 0F: 3 clusters Score -52572.34 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -52872.921875 Penalty: 468.164703 Iteration 1F: 3 clusters Score -52872.92 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -52939.597656 Penalty: 468.164703 Iteration 2F: 3 clusters Score -52939.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -52976.824219 Penalty: 468.164703 Iteration 3F: 3 clusters Score -52976.82 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -53013.867188 Penalty: 468.164703 Iteration 4Q: 3 clusters Score -53013.87 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -53046.613281 Penalty: 468.164703 Iteration 5Q: 3 clusters Score -53046.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -53075.769531 Penalty: 468.164703 Iteration 6Q: 3 clusters Score -53075.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -53105.347656 Penalty: 468.164703 Iteration 7Q: 3 clusters Score -53105.35 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -53137.773438 Penalty: 468.164703 Iteration 8Q: 3 clusters Score -53137.77 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -53175.226562 Penalty: 468.164703 Iteration 9Q: 3 clusters Score -53175.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -53196.214844 Penalty: 468.164703 Iteration 10Q: 3 clusters Score -53196.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -53208.332031 Penalty: 468.164703 Iteration 11Q: 3 clusters Score -53208.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -53221.585938 Penalty: 468.164703 Iteration 12Q: 3 clusters Score -53221.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -53231.734375 Penalty: 468.164703 Iteration 13Q: 3 clusters Score -53231.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -53240.605469 Penalty: 468.164703 Iteration 14Q: 3 clusters Score -53240.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -53249.363281 Penalty: 468.164703 Iteration 15Q: 3 clusters Score -53249.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -53253.562500 Penalty: 468.164703 Iteration 16Q: 3 clusters Score -53253.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -53260.507812 Penalty: 468.164703 Iteration 17Q: 3 clusters Score -53260.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -53271.488281 Penalty: 468.164703 Iteration 18Q: 3 clusters Score -53271.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -53285.433594 Penalty: 468.164703 Iteration 19Q: 3 clusters Score -53285.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -53296.312500 Penalty: 468.164703 Iteration 20F: 3 clusters Score -53296.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -53304.750000 Penalty: 468.164703 Iteration 21Q: 3 clusters Score -53304.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -53309.468750 Penalty: 468.164703 Iteration 22Q: 3 clusters Score -53309.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -53314.292969 Penalty: 468.164703 Iteration 23Q: 3 clusters Score -53314.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -53318.328125 Penalty: 468.164703 Iteration 24Q: 3 clusters Score -53318.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -53321.437500 Penalty: 468.164703 Iteration 25Q: 3 clusters Score -53321.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -53324.589844 Penalty: 468.164703 Iteration 26Q: 3 clusters Score -53324.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -53326.621094 Penalty: 468.164703 Iteration 27Q: 3 clusters Score -53326.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -53329.066406 Penalty: 468.164703 Iteration 28Q: 3 clusters Score -53329.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -53332.488281 Penalty: 468.164703 Iteration 29Q: 3 clusters Score -53332.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -53349.953125 Penalty: 468.164703 Iteration 30Q: 3 clusters Score -53349.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -53400.351562 Penalty: 468.164703 Iteration 31Q: 3 clusters Score -53400.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -53452.468750 Penalty: 468.164703 Iteration 32Q: 3 clusters Score -53452.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -53462.562500 Penalty: 468.164703 Iteration 33Q: 3 clusters Score -53462.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -53468.167969 Penalty: 468.164703 Iteration 34Q: 3 clusters Score -53468.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -53469.664062 Penalty: 468.164703 Iteration 35Q: 3 clusters Score -53469.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -53470.113281 Penalty: 468.164703 Iteration 36Q: 3 clusters Score -53470.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -53477.894531 Penalty: 468.164703 Iteration 37F: 3 clusters Score -53477.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -53479.921875 Penalty: 468.164703 Iteration 38Q: 3 clusters Score -53479.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -53479.921875 Penalty: 468.164703 Iteration 39F: 3 clusters Score -53479.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 17518 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10066 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Entering Unmasked Estep Score: -18659798.000000 Penalty: 36027.878906 Splitting cluster 12 changes total score from -18659306.000000 to -18659798.000000 So it's getting split into cluster 84. Entering ConstructFrom: Trying to split cluster 13 (17518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17518 members Entering Unmasked Estep Score: -752741.687500 Penalty: 322.442505 Iteration 0F: 2 clusters Score -752741.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -741070.687500 Penalty: 644.885010 Iteration 0F: 3 clusters Score -741070.7 nChanged 8356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -745929.000000 Penalty: 644.885010 Iteration 1F: 3 clusters Score -745929 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -746317.500000 Penalty: 644.885010 Iteration 2Q: 3 clusters Score -746317.5 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -746899.937500 Penalty: 644.885010 Iteration 3F: 3 clusters Score -746899.9 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -747813.625000 Penalty: 644.885010 Iteration 4F: 3 clusters Score -747813.6 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -748941.437500 Penalty: 644.885010 Iteration 5F: 3 clusters Score -748941.4 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -749877.312500 Penalty: 644.885010 Iteration 6F: 3 clusters Score -749877.3 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -750379.875000 Penalty: 644.885010 Iteration 7F: 3 clusters Score -750379.9 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -750604.687500 Penalty: 644.885010 Iteration 8Q: 3 clusters Score -750604.7 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -750743.687500 Penalty: 644.885010 Iteration 9Q: 3 clusters Score -750743.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -750876.437500 Penalty: 644.885010 Iteration 10Q: 3 clusters Score -750876.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -751014.750000 Penalty: 644.885010 Iteration 11Q: 3 clusters Score -751014.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -751183.812500 Penalty: 644.885010 Iteration 12Q: 3 clusters Score -751183.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -751382.312500 Penalty: 644.885010 Iteration 13Q: 3 clusters Score -751382.3 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -751623.687500 Penalty: 644.885010 Iteration 14Q: 3 clusters Score -751623.7 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -751919.937500 Penalty: 644.885010 Iteration 15Q: 3 clusters Score -751919.9 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -752326.437500 Penalty: 644.885010 Iteration 16Q: 3 clusters Score -752326.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -752666.000000 Penalty: 644.885010 Iteration 17Q: 3 clusters Score -752666 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -752751.625000 Penalty: 644.885010 Iteration 18Q: 3 clusters Score -752751.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -752752.312500 Penalty: 644.885010 Iteration 19Q: 3 clusters Score -752752.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -752753.875000 Penalty: 644.885010 Iteration 20F: 3 clusters Score -752753.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -752754.875000 Penalty: 644.885010 Iteration 21Q: 3 clusters Score -752754.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -752754.875000 Penalty: 644.885010 Iteration 22F: 3 clusters Score -752754.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10066 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Entering Unmasked Estep Score: -18659692.000000 Penalty: 36456.781250 Splitting cluster 13 changes total score from -18659306.000000 to -18659692.000000 So it's getting split into cluster 85. Entering ConstructFrom: Trying to split cluster 14 (6869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Entering Unmasked Estep Score: -320721.375000 Penalty: 291.547546 Iteration 0F: 2 clusters Score -320721.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -316175.250000 Penalty: 583.095093 Iteration 0F: 3 clusters Score -316175.2 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -318163.812500 Penalty: 583.095093 Iteration 1F: 3 clusters Score -318163.8 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -318409.406250 Penalty: 583.095093 Iteration 2F: 3 clusters Score -318409.4 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -318696.968750 Penalty: 583.095093 Iteration 3F: 3 clusters Score -318697 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -319036.218750 Penalty: 583.095093 Iteration 4F: 3 clusters Score -319036.2 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -319403.843750 Penalty: 583.095093 Iteration 5F: 3 clusters Score -319403.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -319720.093750 Penalty: 583.095093 Iteration 6Q: 3 clusters Score -319720.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -319881.218750 Penalty: 583.095093 Iteration 7Q: 3 clusters Score -319881.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -319938.656250 Penalty: 583.095093 Iteration 8Q: 3 clusters Score -319938.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -319971.593750 Penalty: 583.095093 Iteration 9Q: 3 clusters Score -319971.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -319994.218750 Penalty: 583.095093 Iteration 10Q: 3 clusters Score -319994.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -320016.218750 Penalty: 583.095093 Iteration 11Q: 3 clusters Score -320016.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -320031.656250 Penalty: 583.095093 Iteration 12Q: 3 clusters Score -320031.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -320046.218750 Penalty: 583.095093 Iteration 13Q: 3 clusters Score -320046.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -320060.093750 Penalty: 583.095093 Iteration 14Q: 3 clusters Score -320060.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -320075.906250 Penalty: 583.095093 Iteration 15Q: 3 clusters Score -320075.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -320094.687500 Penalty: 583.095093 Iteration 16Q: 3 clusters Score -320094.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -320120.437500 Penalty: 583.095093 Iteration 17Q: 3 clusters Score -320120.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -320147.218750 Penalty: 583.095093 Iteration 18Q: 3 clusters Score -320147.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -320168.843750 Penalty: 583.095093 Iteration 19Q: 3 clusters Score -320168.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -320191.156250 Penalty: 583.095093 Iteration 20F: 3 clusters Score -320191.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -320211.250000 Penalty: 583.095093 Iteration 21Q: 3 clusters Score -320211.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -320230.343750 Penalty: 583.095093 Iteration 22Q: 3 clusters Score -320230.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -320246.562500 Penalty: 583.095093 Iteration 23Q: 3 clusters Score -320246.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -320260.375000 Penalty: 583.095093 Iteration 24Q: 3 clusters Score -320260.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -320274.625000 Penalty: 583.095093 Iteration 25Q: 3 clusters Score -320274.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -320288.343750 Penalty: 583.095093 Iteration 26Q: 3 clusters Score -320288.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -320303.937500 Penalty: 583.095093 Iteration 27Q: 3 clusters Score -320303.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -320316.468750 Penalty: 583.095093 Iteration 28Q: 3 clusters Score -320316.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -320328.000000 Penalty: 583.095093 Iteration 29Q: 3 clusters Score -320328 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -320338.031250 Penalty: 583.095093 Iteration 30Q: 3 clusters Score -320338 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -320351.375000 Penalty: 583.095093 Iteration 31Q: 3 clusters Score -320351.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -320361.937500 Penalty: 583.095093 Iteration 32Q: 3 clusters Score -320361.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -320369.531250 Penalty: 583.095093 Iteration 33Q: 3 clusters Score -320369.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -320375.906250 Penalty: 583.095093 Iteration 34Q: 3 clusters Score -320375.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -320383.125000 Penalty: 583.095093 Iteration 35Q: 3 clusters Score -320383.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -320390.125000 Penalty: 583.095093 Iteration 36Q: 3 clusters Score -320390.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -320401.468750 Penalty: 583.095093 Iteration 37Q: 3 clusters Score -320401.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -320407.156250 Penalty: 583.095093 Iteration 38Q: 3 clusters Score -320407.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -320414.281250 Penalty: 583.095093 Iteration 39Q: 3 clusters Score -320414.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -320419.437500 Penalty: 583.095093 Iteration 40F: 3 clusters Score -320419.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -320427.000000 Penalty: 583.095093 Iteration 41Q: 3 clusters Score -320427 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -320432.656250 Penalty: 583.095093 Iteration 42Q: 3 clusters Score -320432.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -320436.000000 Penalty: 583.095093 Iteration 43Q: 3 clusters Score -320436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -320437.531250 Penalty: 583.095093 Iteration 44Q: 3 clusters Score -320437.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -320438.875000 Penalty: 583.095093 Iteration 45Q: 3 clusters Score -320438.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -320440.187500 Penalty: 583.095093 Iteration 46Q: 3 clusters Score -320440.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -320442.593750 Penalty: 583.095093 Iteration 47Q: 3 clusters Score -320442.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -320444.312500 Penalty: 583.095093 Iteration 48Q: 3 clusters Score -320444.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -320446.875000 Penalty: 583.095093 Iteration 49Q: 3 clusters Score -320446.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -320448.562500 Penalty: 583.095093 Iteration 50Q: 3 clusters Score -320448.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -320450.781250 Penalty: 583.095093 Iteration 51Q: 3 clusters Score -320450.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -320451.000000 Penalty: 583.095093 Iteration 52Q: 3 clusters Score -320451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -320451.656250 Penalty: 583.095093 Iteration 53Q: 3 clusters Score -320451.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -320453.000000 Penalty: 583.095093 Iteration 54Q: 3 clusters Score -320453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -320454.718750 Penalty: 583.095093 Iteration 55Q: 3 clusters Score -320454.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -320457.093750 Penalty: 583.095093 Iteration 56Q: 3 clusters Score -320457.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -320458.156250 Penalty: 583.095093 Iteration 57Q: 3 clusters Score -320458.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -320458.593750 Penalty: 583.095093 Iteration 58Q: 3 clusters Score -320458.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -320458.843750 Penalty: 583.095093 Iteration 59Q: 3 clusters Score -320458.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -320458.843750 Penalty: 583.095093 Iteration 60F: 3 clusters Score -320458.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Entering Unmasked Estep Score: -231740.687500 Penalty: 277.860687 Iteration 0F: 2 clusters Score -231740.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -228704.625000 Penalty: 555.721375 Iteration 0F: 3 clusters Score -228704.6 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -230187.906250 Penalty: 555.721375 Iteration 1F: 3 clusters Score -230187.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -230630.343750 Penalty: 555.721375 Iteration 2F: 3 clusters Score -230630.3 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -231031.484375 Penalty: 555.721375 Iteration 3F: 3 clusters Score -231031.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -231365.656250 Penalty: 555.721375 Iteration 4F: 3 clusters Score -231365.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -231610.406250 Penalty: 555.721375 Iteration 5Q: 3 clusters Score -231610.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -231719.078125 Penalty: 555.721375 Iteration 6Q: 3 clusters Score -231719.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -231787.437500 Penalty: 555.721375 Iteration 7Q: 3 clusters Score -231787.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -231834.828125 Penalty: 555.721375 Iteration 8Q: 3 clusters Score -231834.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -231862.375000 Penalty: 555.721375 Iteration 9Q: 3 clusters Score -231862.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -231883.562500 Penalty: 555.721375 Iteration 10Q: 3 clusters Score -231883.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -231902.437500 Penalty: 555.721375 Iteration 11Q: 3 clusters Score -231902.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -231926.078125 Penalty: 555.721375 Iteration 12Q: 3 clusters Score -231926.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -231944.312500 Penalty: 555.721375 Iteration 13Q: 3 clusters Score -231944.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -231952.906250 Penalty: 555.721375 Iteration 14Q: 3 clusters Score -231952.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -231955.500000 Penalty: 555.721375 Iteration 15Q: 3 clusters Score -231955.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -231956.671875 Penalty: 555.721375 Iteration 16Q: 3 clusters Score -231956.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -231958.000000 Penalty: 555.721375 Iteration 17Q: 3 clusters Score -231958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -231958.578125 Penalty: 555.721375 Iteration 18Q: 3 clusters Score -231958.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -231959.875000 Penalty: 555.721375 Iteration 19Q: 3 clusters Score -231959.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -231960.078125 Penalty: 555.721375 Iteration 20F: 3 clusters Score -231960.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -231960.421875 Penalty: 555.721375 Iteration 21Q: 3 clusters Score -231960.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -231960.640625 Penalty: 555.721375 Iteration 22Q: 3 clusters Score -231960.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -231960.640625 Penalty: 555.721375 Iteration 23F: 3 clusters Score -231960.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 10066 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Entering Unmasked Estep Score: -18659716.000000 Penalty: 36885.687500 Splitting cluster 15 changes total score from -18659306.000000 to -18659716.000000 So it's getting split into cluster 86. Entering ConstructFrom: Trying to split cluster 16 (561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Entering Unmasked Estep Score: -28459.054688 Penalty: 208.880798 Iteration 0F: 2 clusters Score -28459.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -28002.228516 Penalty: 417.761597 Iteration 0F: 3 clusters Score -28002.23 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -28133.863281 Penalty: 417.761597 Iteration 1F: 3 clusters Score -28133.86 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -28160.259766 Penalty: 417.761597 Iteration 2F: 3 clusters Score -28160.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -28176.388672 Penalty: 417.761597 Iteration 3Q: 3 clusters Score -28176.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -28198.980469 Penalty: 417.761597 Iteration 4Q: 3 clusters Score -28198.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -28225.029297 Penalty: 417.761597 Iteration 5Q: 3 clusters Score -28225.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -28249.857422 Penalty: 417.761597 Iteration 6Q: 3 clusters Score -28249.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -28268.808594 Penalty: 417.761597 Iteration 7Q: 3 clusters Score -28268.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -28280.138672 Penalty: 417.761597 Iteration 8Q: 3 clusters Score -28280.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -28287.226562 Penalty: 417.761597 Iteration 9Q: 3 clusters Score -28287.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -28291.335938 Penalty: 417.761597 Iteration 10Q: 3 clusters Score -28291.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28291.789062 Penalty: 417.761597 Iteration 11Q: 3 clusters Score -28291.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28291.789062 Penalty: 417.761597 Iteration 12F: 3 clusters Score -28291.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Entering Unmasked Estep Score: -403675.875000 Penalty: 304.158325 Iteration 0F: 2 clusters Score -403675.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -397008.125000 Penalty: 608.316650 Iteration 0F: 3 clusters Score -397008.1 nChanged 4722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -400092.000000 Penalty: 608.316650 Iteration 1F: 3 clusters Score -400092 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -400413.781250 Penalty: 608.316650 Iteration 2F: 3 clusters Score -400413.8 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -400706.593750 Penalty: 608.316650 Iteration 3F: 3 clusters Score -400706.6 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -400964.593750 Penalty: 608.316650 Iteration 4F: 3 clusters Score -400964.6 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -401217.875000 Penalty: 608.316650 Iteration 5Q: 3 clusters Score -401217.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -401438.812500 Penalty: 608.316650 Iteration 6Q: 3 clusters Score -401438.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -401620.312500 Penalty: 608.316650 Iteration 7Q: 3 clusters Score -401620.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -401783.843750 Penalty: 608.316650 Iteration 8Q: 3 clusters Score -401783.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -401953.843750 Penalty: 608.316650 Iteration 9Q: 3 clusters Score -401953.8 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -402137.375000 Penalty: 608.316650 Iteration 10Q: 3 clusters Score -402137.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -402372.125000 Penalty: 608.316650 Iteration 11Q: 3 clusters Score -402372.1 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -402683.593750 Penalty: 608.316650 Iteration 12Q: 3 clusters Score -402683.6 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -403061.593750 Penalty: 608.316650 Iteration 13Q: 3 clusters Score -403061.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -403354.187500 Penalty: 608.316650 Iteration 14Q: 3 clusters Score -403354.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -403561.906250 Penalty: 608.316650 Iteration 15Q: 3 clusters Score -403561.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -403691.125000 Penalty: 608.316650 Iteration 16Q: 3 clusters Score -403691.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -403740.125000 Penalty: 608.316650 Iteration 17Q: 3 clusters Score -403740.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -403761.218750 Penalty: 608.316650 Iteration 18Q: 3 clusters Score -403761.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -403774.937500 Penalty: 608.316650 Iteration 19Q: 3 clusters Score -403774.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -403784.531250 Penalty: 608.316650 Iteration 20F: 3 clusters Score -403784.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -403795.718750 Penalty: 608.316650 Iteration 21Q: 3 clusters Score -403795.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -403803.750000 Penalty: 608.316650 Iteration 22Q: 3 clusters Score -403803.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -403809.000000 Penalty: 608.316650 Iteration 23Q: 3 clusters Score -403809 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -403813.656250 Penalty: 608.316650 Iteration 24Q: 3 clusters Score -403813.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -403816.687500 Penalty: 608.316650 Iteration 25Q: 3 clusters Score -403816.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -403816.468750 Penalty: 608.316650 Iteration 26Q: 3 clusters Score -403816.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8887 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -403817.281250 Penalty: 608.316650 Iteration 27Q: 3 clusters Score -403817.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -403818.156250 Penalty: 608.316650 Iteration 28Q: 3 clusters Score -403818.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -403817.906250 Penalty: 608.316650 Iteration 29Q: 3 clusters Score -403817.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -403818.656250 Penalty: 608.316650 Iteration 30Q: 3 clusters Score -403818.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -403820.031250 Penalty: 608.316650 Iteration 31Q: 3 clusters Score -403820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -403820.468750 Penalty: 608.316650 Iteration 32Q: 3 clusters Score -403820.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -403820.781250 Penalty: 608.316650 Iteration 33Q: 3 clusters Score -403820.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -403820.812500 Penalty: 608.316650 Iteration 34Q: 3 clusters Score -403820.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -403820.812500 Penalty: 608.316650 Iteration 35Q: 3 clusters Score -403820.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -403821.187500 Penalty: 608.316650 Iteration 36Q: 3 clusters Score -403821.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -403821.187500 Penalty: 608.316650 Iteration 37F: 3 clusters Score -403821.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Entering Unmasked Estep Score: -18659758.000000 Penalty: 37314.589844 Splitting cluster 17 changes total score from -18659306.000000 to -18659758.000000 So it's getting split into cluster 87. Entering ConstructFrom: Trying to split cluster 18 (674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Entering Unmasked Estep Score: -28278.029297 Penalty: 214.936600 Iteration 0F: 2 clusters Score -28278.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -27759.623047 Penalty: 429.873199 Iteration 0F: 3 clusters Score -27759.62 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27907.205078 Penalty: 429.873199 Iteration 1F: 3 clusters Score -27907.21 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27928.580078 Penalty: 429.873199 Iteration 2F: 3 clusters Score -27928.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27938.019531 Penalty: 429.873199 Iteration 3Q: 3 clusters Score -27938.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -27944.730469 Penalty: 429.873199 Iteration 4Q: 3 clusters Score -27944.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -27952.175781 Penalty: 429.873199 Iteration 5Q: 3 clusters Score -27952.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -27960.107422 Penalty: 429.873199 Iteration 6Q: 3 clusters Score -27960.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -27966.091797 Penalty: 429.873199 Iteration 7Q: 3 clusters Score -27966.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27973.226562 Penalty: 429.873199 Iteration 8Q: 3 clusters Score -27973.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27976.263672 Penalty: 429.873199 Iteration 9Q: 3 clusters Score -27976.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -27983.769531 Penalty: 429.873199 Iteration 10Q: 3 clusters Score -27983.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -27994.833984 Penalty: 429.873199 Iteration 11Q: 3 clusters Score -27994.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -28005.310547 Penalty: 429.873199 Iteration 12Q: 3 clusters Score -28005.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -28011.884766 Penalty: 429.873199 Iteration 13Q: 3 clusters Score -28011.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -28021.052734 Penalty: 429.873199 Iteration 14Q: 3 clusters Score -28021.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -28032.162109 Penalty: 429.873199 Iteration 15Q: 3 clusters Score -28032.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -28047.738281 Penalty: 429.873199 Iteration 16Q: 3 clusters Score -28047.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -28056.482422 Penalty: 429.873199 Iteration 17Q: 3 clusters Score -28056.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -28056.812500 Penalty: 429.873199 Iteration 18Q: 3 clusters Score -28056.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -28056.812500 Penalty: 429.873199 Iteration 19F: 3 clusters Score -28056.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Entering Unmasked Estep Score: -45884.210938 Penalty: 225.490051 Iteration 0F: 2 clusters Score -45884.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -45180.191406 Penalty: 450.980103 Iteration 0F: 3 clusters Score -45180.19 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -45397.050781 Penalty: 450.980103 Iteration 1F: 3 clusters Score -45397.05 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -45451.203125 Penalty: 450.980103 Iteration 2F: 3 clusters Score -45451.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45489.558594 Penalty: 450.980103 Iteration 3F: 3 clusters Score -45489.56 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -45526.632812 Penalty: 450.980103 Iteration 4Q: 3 clusters Score -45526.63 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -45584.703125 Penalty: 450.980103 Iteration 5F: 3 clusters Score -45584.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -45649.335938 Penalty: 450.980103 Iteration 6F: 3 clusters Score -45649.34 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45690.277344 Penalty: 450.980103 Iteration 7Q: 3 clusters Score -45690.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -45701.878906 Penalty: 450.980103 Iteration 8Q: 3 clusters Score -45701.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -45707.472656 Penalty: 450.980103 Iteration 9Q: 3 clusters Score -45707.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -45710.859375 Penalty: 450.980103 Iteration 10Q: 3 clusters Score -45710.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -45712.289062 Penalty: 450.980103 Iteration 11Q: 3 clusters Score -45712.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -45714.296875 Penalty: 450.980103 Iteration 12Q: 3 clusters Score -45714.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -45717.207031 Penalty: 450.980103 Iteration 13Q: 3 clusters Score -45717.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -45718.617188 Penalty: 450.980103 Iteration 14Q: 3 clusters Score -45718.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -45719.671875 Penalty: 450.980103 Iteration 15Q: 3 clusters Score -45719.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -45720.910156 Penalty: 450.980103 Iteration 16Q: 3 clusters Score -45720.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45721.722656 Penalty: 450.980103 Iteration 17Q: 3 clusters Score -45721.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -45722.429688 Penalty: 450.980103 Iteration 18Q: 3 clusters Score -45722.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45722.480469 Penalty: 450.980103 Iteration 19Q: 3 clusters Score -45722.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -45722.480469 Penalty: 450.980103 Iteration 20F: 3 clusters Score -45722.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Entering Unmasked Estep Score: -173684.109375 Penalty: 270.925110 Iteration 0F: 2 clusters Score -173684.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -171243.312500 Penalty: 541.850220 Iteration 0F: 3 clusters Score -171243.3 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -172380.546875 Penalty: 541.850220 Iteration 1F: 3 clusters Score -172380.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -172605.031250 Penalty: 541.850220 Iteration 2F: 3 clusters Score -172605 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -172805.390625 Penalty: 541.850220 Iteration 3F: 3 clusters Score -172805.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -173029.906250 Penalty: 541.850220 Iteration 4F: 3 clusters Score -173029.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -173245.125000 Penalty: 541.850220 Iteration 5F: 3 clusters Score -173245.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -173489.093750 Penalty: 541.850220 Iteration 6Q: 3 clusters Score -173489.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -173864.359375 Penalty: 541.850220 Iteration 7Q: 3 clusters Score -173864.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -173944.515625 Penalty: 541.850220 Iteration 8Q: 3 clusters Score -173944.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -173968.531250 Penalty: 541.850220 Iteration 9Q: 3 clusters Score -173968.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -173990.296875 Penalty: 541.850220 Iteration 10Q: 3 clusters Score -173990.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -174007.171875 Penalty: 541.850220 Iteration 11Q: 3 clusters Score -174007.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -174026.859375 Penalty: 541.850220 Iteration 12Q: 3 clusters Score -174026.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -174059.265625 Penalty: 541.850220 Iteration 13Q: 3 clusters Score -174059.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -174094.296875 Penalty: 541.850220 Iteration 14Q: 3 clusters Score -174094.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -174141.796875 Penalty: 541.850220 Iteration 15Q: 3 clusters Score -174141.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -174189.781250 Penalty: 541.850220 Iteration 16Q: 3 clusters Score -174189.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -174249.000000 Penalty: 541.850220 Iteration 17Q: 3 clusters Score -174249 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -174324.593750 Penalty: 541.850220 Iteration 18Q: 3 clusters Score -174324.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -174429.093750 Penalty: 541.850220 Iteration 19Q: 3 clusters Score -174429.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -174547.250000 Penalty: 541.850220 Iteration 20F: 3 clusters Score -174547.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -174695.406250 Penalty: 541.850220 Iteration 21Q: 3 clusters Score -174695.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -174856.765625 Penalty: 541.850220 Iteration 22Q: 3 clusters Score -174856.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -175029.968750 Penalty: 541.850220 Iteration 23Q: 3 clusters Score -175030 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -175296.718750 Penalty: 541.850220 Iteration 24Q: 3 clusters Score -175296.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -175875.968750 Penalty: 541.850220 Iteration 25Q: 3 clusters Score -175876 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -176868.406250 Penalty: 541.850220 Iteration 26Q: 3 clusters Score -176868.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -176925.687500 Penalty: 541.850220 Iteration 27Q: 3 clusters Score -176925.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -176926.359375 Penalty: 541.850220 Iteration 28Q: 3 clusters Score -176926.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -176926.390625 Penalty: 541.850220 Iteration 29F: 3 clusters Score -176926.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -176926.796875 Penalty: 541.850220 Iteration 30Q: 3 clusters Score -176926.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -176926.796875 Penalty: 541.850220 Iteration 31F: 3 clusters Score -176926.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Entering Unmasked Estep Score: -18662840.000000 Penalty: 37743.492188 Splitting cluster 20 changes total score from -18659306.000000 to -18662840.000000 So it's getting split into cluster 88. Entering ConstructFrom: Trying to split cluster 21 (15423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Entering Unmasked Estep Score: -735076.375000 Penalty: 318.239288 Iteration 0F: 2 clusters Score -735076.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -724657.625000 Penalty: 636.478577 Iteration 0F: 3 clusters Score -724657.6 nChanged 7367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -728987.312500 Penalty: 636.478577 Iteration 1F: 3 clusters Score -728987.3 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -729272.187500 Penalty: 636.478577 Iteration 2Q: 3 clusters Score -729272.2 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -729663.750000 Penalty: 636.478577 Iteration 3F: 3 clusters Score -729663.8 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -730277.937500 Penalty: 636.478577 Iteration 4F: 3 clusters Score -730277.9 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -731117.937500 Penalty: 636.478577 Iteration 5F: 3 clusters Score -731117.9 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -731989.437500 Penalty: 636.478577 Iteration 6F: 3 clusters Score -731989.4 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -732534.250000 Penalty: 636.478577 Iteration 7F: 3 clusters Score -732534.2 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -732774.812500 Penalty: 636.478577 Iteration 8Q: 3 clusters Score -732774.8 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -732912.750000 Penalty: 636.478577 Iteration 9Q: 3 clusters Score -732912.8 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -733036.062500 Penalty: 636.478577 Iteration 10Q: 3 clusters Score -733036.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -733143.812500 Penalty: 636.478577 Iteration 11Q: 3 clusters Score -733143.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 10431 members Entering Unmasked Estep Score: -733250.500000 Penalty: 636.478577 Iteration 12Q: 3 clusters Score -733250.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -733376.562500 Penalty: 636.478577 Iteration 13Q: 3 clusters Score -733376.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -733506.125000 Penalty: 636.478577 Iteration 14Q: 3 clusters Score -733506.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 11091 members Entering Unmasked Estep Score: -733650.562500 Penalty: 636.478577 Iteration 15Q: 3 clusters Score -733650.6 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -733837.125000 Penalty: 636.478577 Iteration 16Q: 3 clusters Score -733837.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -734045.250000 Penalty: 636.478577 Iteration 17Q: 3 clusters Score -734045.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -734217.937500 Penalty: 636.478577 Iteration 18Q: 3 clusters Score -734217.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -734338.312500 Penalty: 636.478577 Iteration 19Q: 3 clusters Score -734338.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -734425.500000 Penalty: 636.478577 Iteration 20F: 3 clusters Score -734425.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -734498.187500 Penalty: 636.478577 Iteration 21Q: 3 clusters Score -734498.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -734548.437500 Penalty: 636.478577 Iteration 22Q: 3 clusters Score -734548.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -734585.562500 Penalty: 636.478577 Iteration 23Q: 3 clusters Score -734585.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -734619.062500 Penalty: 636.478577 Iteration 24Q: 3 clusters Score -734619.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -734648.500000 Penalty: 636.478577 Iteration 25Q: 3 clusters Score -734648.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -734663.937500 Penalty: 636.478577 Iteration 26Q: 3 clusters Score -734663.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 12592 members Entering Unmasked Estep Score: -734673.375000 Penalty: 636.478577 Iteration 27Q: 3 clusters Score -734673.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -734681.062500 Penalty: 636.478577 Iteration 28Q: 3 clusters Score -734681.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -734681.875000 Penalty: 636.478577 Iteration 29Q: 3 clusters Score -734681.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -734686.250000 Penalty: 636.478577 Iteration 30Q: 3 clusters Score -734686.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -734684.812500 Penalty: 636.478577 Iteration 31Q: 3 clusters Score -734684.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -734683.437500 Penalty: 636.478577 Iteration 32Q: 3 clusters Score -734683.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 12660 members Entering Unmasked Estep Score: -734684.875000 Penalty: 636.478577 Iteration 33Q: 3 clusters Score -734684.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -734683.000000 Penalty: 636.478577 Iteration 34Q: 3 clusters Score -734683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -734684.125000 Penalty: 636.478577 Iteration 35Q: 3 clusters Score -734684.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -734684.000000 Penalty: 636.478577 Iteration 36Q: 3 clusters Score -734684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -734683.375000 Penalty: 636.478577 Iteration 37Q: 3 clusters Score -734683.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -734684.250000 Penalty: 636.478577 Iteration 38Q: 3 clusters Score -734684.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -734684.937500 Penalty: 636.478577 Iteration 39Q: 3 clusters Score -734684.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -734687.125000 Penalty: 636.478577 Iteration 40F: 3 clusters Score -734687.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -734688.625000 Penalty: 636.478577 Iteration 41Q: 3 clusters Score -734688.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -734688.187500 Penalty: 636.478577 Iteration 42Q: 3 clusters Score -734688.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -734688.750000 Penalty: 636.478577 Iteration 43Q: 3 clusters Score -734688.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -734690.250000 Penalty: 636.478577 Iteration 44Q: 3 clusters Score -734690.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -734691.500000 Penalty: 636.478577 Iteration 45Q: 3 clusters Score -734691.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -734691.187500 Penalty: 636.478577 Iteration 46Q: 3 clusters Score -734691.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -734691.937500 Penalty: 636.478577 Iteration 47Q: 3 clusters Score -734691.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -734691.937500 Penalty: 636.478577 Iteration 48Q: 3 clusters Score -734691.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -734693.125000 Penalty: 636.478577 Iteration 49Q: 3 clusters Score -734693.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -734692.625000 Penalty: 636.478577 Iteration 50Q: 3 clusters Score -734692.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -734693.937500 Penalty: 636.478577 Iteration 51Q: 3 clusters Score -734693.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -734693.500000 Penalty: 636.478577 Iteration 52Q: 3 clusters Score -734693.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -734694.250000 Penalty: 636.478577 Iteration 53Q: 3 clusters Score -734694.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -734696.000000 Penalty: 636.478577 Iteration 54Q: 3 clusters Score -734696 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -734696.312500 Penalty: 636.478577 Iteration 55Q: 3 clusters Score -734696.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -734699.187500 Penalty: 636.478577 Iteration 56Q: 3 clusters Score -734699.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -734702.000000 Penalty: 636.478577 Iteration 57Q: 3 clusters Score -734702 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -734703.437500 Penalty: 636.478577 Iteration 58Q: 3 clusters Score -734703.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 12935 members Entering Unmasked Estep Score: -734706.562500 Penalty: 636.478577 Iteration 59Q: 3 clusters Score -734706.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -734713.375000 Penalty: 636.478577 Iteration 60F: 3 clusters Score -734713.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -734715.500000 Penalty: 636.478577 Iteration 61Q: 3 clusters Score -734715.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -734717.187500 Penalty: 636.478577 Iteration 62Q: 3 clusters Score -734717.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -734717.312500 Penalty: 636.478577 Iteration 63Q: 3 clusters Score -734717.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -734718.875000 Penalty: 636.478577 Iteration 64Q: 3 clusters Score -734718.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -734719.812500 Penalty: 636.478577 Iteration 65Q: 3 clusters Score -734719.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -734722.062500 Penalty: 636.478577 Iteration 66Q: 3 clusters Score -734722.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -734723.937500 Penalty: 636.478577 Iteration 67Q: 3 clusters Score -734723.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 13152 members Entering Unmasked Estep Score: -734724.500000 Penalty: 636.478577 Iteration 68Q: 3 clusters Score -734724.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 13163 members Entering Unmasked Estep Score: -734725.125000 Penalty: 636.478577 Iteration 69Q: 3 clusters Score -734725.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 13173 members Entering Unmasked Estep Score: -734726.812500 Penalty: 636.478577 Iteration 70Q: 3 clusters Score -734726.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 13182 members Entering Unmasked Estep Score: -734726.687500 Penalty: 636.478577 Iteration 71Q: 3 clusters Score -734726.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -734726.312500 Penalty: 636.478577 Iteration 72Q: 3 clusters Score -734726.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -734726.437500 Penalty: 636.478577 Iteration 73Q: 3 clusters Score -734726.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -734730.437500 Penalty: 636.478577 Iteration 74Q: 3 clusters Score -734730.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -734729.187500 Penalty: 636.478577 Iteration 75Q: 3 clusters Score -734729.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -734730.375000 Penalty: 636.478577 Iteration 76Q: 3 clusters Score -734730.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 13253 members Entering Unmasked Estep Score: -734733.625000 Penalty: 636.478577 Iteration 77Q: 3 clusters Score -734733.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -734733.812500 Penalty: 636.478577 Iteration 78Q: 3 clusters Score -734733.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -734733.562500 Penalty: 636.478577 Iteration 79Q: 3 clusters Score -734733.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -734733.625000 Penalty: 636.478577 Iteration 80F: 3 clusters Score -734733.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -734735.312500 Penalty: 636.478577 Iteration 81Q: 3 clusters Score -734735.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -734736.187500 Penalty: 636.478577 Iteration 82Q: 3 clusters Score -734736.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -734736.937500 Penalty: 636.478577 Iteration 83Q: 3 clusters Score -734736.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -734736.812500 Penalty: 636.478577 Iteration 84Q: 3 clusters Score -734736.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -734740.062500 Penalty: 636.478577 Iteration 85Q: 3 clusters Score -734740.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -734740.375000 Penalty: 636.478577 Iteration 86Q: 3 clusters Score -734740.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -734741.500000 Penalty: 636.478577 Iteration 87Q: 3 clusters Score -734741.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -734743.875000 Penalty: 636.478577 Iteration 88Q: 3 clusters Score -734743.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 13397 members Entering Unmasked Estep Score: -734742.875000 Penalty: 636.478577 Iteration 89Q: 3 clusters Score -734742.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -734745.125000 Penalty: 636.478577 Iteration 90Q: 3 clusters Score -734745.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -734744.875000 Penalty: 636.478577 Iteration 91Q: 3 clusters Score -734744.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -734744.187500 Penalty: 636.478577 Iteration 92Q: 3 clusters Score -734744.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -734744.562500 Penalty: 636.478577 Iteration 93Q: 3 clusters Score -734744.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 13437 members Entering Unmasked Estep Score: -734746.375000 Penalty: 636.478577 Iteration 94Q: 3 clusters Score -734746.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -734747.000000 Penalty: 636.478577 Iteration 95Q: 3 clusters Score -734747 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -734745.187500 Penalty: 636.478577 Iteration 96Q: 3 clusters Score -734745.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -734746.375000 Penalty: 636.478577 Iteration 97Q: 3 clusters Score -734746.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -734745.875000 Penalty: 636.478577 Iteration 98Q: 3 clusters Score -734745.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -734745.875000 Penalty: 636.478577 Iteration 99F: 3 clusters Score -734745.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -69170.281250 Penalty: 249.585617 Iteration 0F: 2 clusters Score -69170.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -67856.523438 Penalty: 499.171234 Iteration 0F: 3 clusters Score -67856.52 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -68413.234375 Penalty: 499.171234 Iteration 1F: 3 clusters Score -68413.23 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -68503.679688 Penalty: 499.171234 Iteration 2F: 3 clusters Score -68503.68 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -68574.437500 Penalty: 499.171234 Iteration 3F: 3 clusters Score -68574.44 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -68627.804688 Penalty: 499.171234 Iteration 4Q: 3 clusters Score -68627.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -68685.593750 Penalty: 499.171234 Iteration 5Q: 3 clusters Score -68685.59 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -68723.914062 Penalty: 499.171234 Iteration 6Q: 3 clusters Score -68723.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -68750.164062 Penalty: 499.171234 Iteration 7Q: 3 clusters Score -68750.16 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -68770.101562 Penalty: 499.171234 Iteration 8Q: 3 clusters Score -68770.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -68787.976562 Penalty: 499.171234 Iteration 9Q: 3 clusters Score -68787.98 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -68812.914062 Penalty: 499.171234 Iteration 10Q: 3 clusters Score -68812.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -68831.734375 Penalty: 499.171234 Iteration 11Q: 3 clusters Score -68831.73 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -68862.359375 Penalty: 499.171234 Iteration 12Q: 3 clusters Score -68862.36 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -68888.929688 Penalty: 499.171234 Iteration 13Q: 3 clusters Score -68888.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -68907.546875 Penalty: 499.171234 Iteration 14Q: 3 clusters Score -68907.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -68927.898438 Penalty: 499.171234 Iteration 15Q: 3 clusters Score -68927.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -68943.960938 Penalty: 499.171234 Iteration 16Q: 3 clusters Score -68943.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -68956.039062 Penalty: 499.171234 Iteration 17Q: 3 clusters Score -68956.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -68963.757812 Penalty: 499.171234 Iteration 18Q: 3 clusters Score -68963.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -68969.007812 Penalty: 499.171234 Iteration 19Q: 3 clusters Score -68969.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -68974.593750 Penalty: 499.171234 Iteration 20F: 3 clusters Score -68974.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -68978.523438 Penalty: 499.171234 Iteration 21Q: 3 clusters Score -68978.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -68979.156250 Penalty: 499.171234 Iteration 22Q: 3 clusters Score -68979.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -68979.585938 Penalty: 499.171234 Iteration 23Q: 3 clusters Score -68979.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -68979.585938 Penalty: 499.171234 Iteration 24F: 3 clusters Score -68979.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Entering Unmasked Estep Score: -99229.257812 Penalty: 257.888519 Iteration 0F: 2 clusters Score -99229.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -97511.718750 Penalty: 515.777039 Iteration 0F: 3 clusters Score -97511.72 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -98218.468750 Penalty: 515.777039 Iteration 1F: 3 clusters Score -98218.47 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -98348.507812 Penalty: 515.777039 Iteration 2F: 3 clusters Score -98348.51 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -98467.710938 Penalty: 515.777039 Iteration 3F: 3 clusters Score -98467.71 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -98567.187500 Penalty: 515.777039 Iteration 4F: 3 clusters Score -98567.19 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -98647.507812 Penalty: 515.777039 Iteration 5Q: 3 clusters Score -98647.51 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -98710.125000 Penalty: 515.777039 Iteration 6Q: 3 clusters Score -98710.12 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -98742.789062 Penalty: 515.777039 Iteration 7Q: 3 clusters Score -98742.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -98761.515625 Penalty: 515.777039 Iteration 8Q: 3 clusters Score -98761.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -98779.335938 Penalty: 515.777039 Iteration 9Q: 3 clusters Score -98779.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -98792.070312 Penalty: 515.777039 Iteration 10Q: 3 clusters Score -98792.07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -98802.578125 Penalty: 515.777039 Iteration 11Q: 3 clusters Score -98802.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -98809.578125 Penalty: 515.777039 Iteration 12Q: 3 clusters Score -98809.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -98819.015625 Penalty: 515.777039 Iteration 13Q: 3 clusters Score -98819.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -98827.039062 Penalty: 515.777039 Iteration 14Q: 3 clusters Score -98827.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -98833.734375 Penalty: 515.777039 Iteration 15Q: 3 clusters Score -98833.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -98839.468750 Penalty: 515.777039 Iteration 16Q: 3 clusters Score -98839.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -98843.390625 Penalty: 515.777039 Iteration 17Q: 3 clusters Score -98843.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -98848.460938 Penalty: 515.777039 Iteration 18Q: 3 clusters Score -98848.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -98852.648438 Penalty: 515.777039 Iteration 19Q: 3 clusters Score -98852.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -98856.734375 Penalty: 515.777039 Iteration 20F: 3 clusters Score -98856.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -98858.632812 Penalty: 515.777039 Iteration 21Q: 3 clusters Score -98858.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -98860.484375 Penalty: 515.777039 Iteration 22Q: 3 clusters Score -98860.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -98862.867188 Penalty: 515.777039 Iteration 23Q: 3 clusters Score -98862.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -98864.773438 Penalty: 515.777039 Iteration 24Q: 3 clusters Score -98864.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -98866.156250 Penalty: 515.777039 Iteration 25Q: 3 clusters Score -98866.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -98868.601562 Penalty: 515.777039 Iteration 26Q: 3 clusters Score -98868.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -98870.500000 Penalty: 515.777039 Iteration 27Q: 3 clusters Score -98870.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -98871.804688 Penalty: 515.777039 Iteration 28Q: 3 clusters Score -98871.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -98873.007812 Penalty: 515.777039 Iteration 29Q: 3 clusters Score -98873.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -98873.679688 Penalty: 515.777039 Iteration 30Q: 3 clusters Score -98873.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -98875.812500 Penalty: 515.777039 Iteration 31Q: 3 clusters Score -98875.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -98880.804688 Penalty: 515.777039 Iteration 32Q: 3 clusters Score -98880.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -98886.039062 Penalty: 515.777039 Iteration 33Q: 3 clusters Score -98886.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -98890.703125 Penalty: 515.777039 Iteration 34Q: 3 clusters Score -98890.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -98892.890625 Penalty: 515.777039 Iteration 35Q: 3 clusters Score -98892.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -98896.867188 Penalty: 515.777039 Iteration 36Q: 3 clusters Score -98896.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -98901.164062 Penalty: 515.777039 Iteration 37Q: 3 clusters Score -98901.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -98904.937500 Penalty: 515.777039 Iteration 38Q: 3 clusters Score -98904.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -98908.242188 Penalty: 515.777039 Iteration 39Q: 3 clusters Score -98908.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -98910.460938 Penalty: 515.777039 Iteration 40F: 3 clusters Score -98910.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -98911.570312 Penalty: 515.777039 Iteration 41Q: 3 clusters Score -98911.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -98913.289062 Penalty: 515.777039 Iteration 42Q: 3 clusters Score -98913.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -98918.421875 Penalty: 515.777039 Iteration 43Q: 3 clusters Score -98918.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -98919.476562 Penalty: 515.777039 Iteration 44Q: 3 clusters Score -98919.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -98920.484375 Penalty: 515.777039 Iteration 45Q: 3 clusters Score -98920.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -98921.906250 Penalty: 515.777039 Iteration 46Q: 3 clusters Score -98921.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -98923.710938 Penalty: 515.777039 Iteration 47Q: 3 clusters Score -98923.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -98925.023438 Penalty: 515.777039 Iteration 48Q: 3 clusters Score -98925.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -98927.570312 Penalty: 515.777039 Iteration 49Q: 3 clusters Score -98927.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -98930.820312 Penalty: 515.777039 Iteration 50Q: 3 clusters Score -98930.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -98934.609375 Penalty: 515.777039 Iteration 51Q: 3 clusters Score -98934.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -98937.671875 Penalty: 515.777039 Iteration 52Q: 3 clusters Score -98937.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -98940.140625 Penalty: 515.777039 Iteration 53Q: 3 clusters Score -98940.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -98941.773438 Penalty: 515.777039 Iteration 54Q: 3 clusters Score -98941.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -98942.359375 Penalty: 515.777039 Iteration 55Q: 3 clusters Score -98942.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -98944.218750 Penalty: 515.777039 Iteration 56Q: 3 clusters Score -98944.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -98947.343750 Penalty: 515.777039 Iteration 57Q: 3 clusters Score -98947.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -98951.515625 Penalty: 515.777039 Iteration 58Q: 3 clusters Score -98951.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -98954.500000 Penalty: 515.777039 Iteration 59Q: 3 clusters Score -98954.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -98960.000000 Penalty: 515.777039 Iteration 60F: 3 clusters Score -98960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -98964.843750 Penalty: 515.777039 Iteration 61Q: 3 clusters Score -98964.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -98972.804688 Penalty: 515.777039 Iteration 62Q: 3 clusters Score -98972.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -98977.734375 Penalty: 515.777039 Iteration 63Q: 3 clusters Score -98977.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -98981.117188 Penalty: 515.777039 Iteration 64Q: 3 clusters Score -98981.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -98989.968750 Penalty: 515.777039 Iteration 65Q: 3 clusters Score -98989.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -98999.671875 Penalty: 515.777039 Iteration 66Q: 3 clusters Score -98999.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -99009.539062 Penalty: 515.777039 Iteration 67Q: 3 clusters Score -99009.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -99016.679688 Penalty: 515.777039 Iteration 68Q: 3 clusters Score -99016.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -99023.445312 Penalty: 515.777039 Iteration 69Q: 3 clusters Score -99023.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -99028.523438 Penalty: 515.777039 Iteration 70Q: 3 clusters Score -99028.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -99030.843750 Penalty: 515.777039 Iteration 71Q: 3 clusters Score -99030.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -99032.445312 Penalty: 515.777039 Iteration 72Q: 3 clusters Score -99032.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -99033.585938 Penalty: 515.777039 Iteration 73Q: 3 clusters Score -99033.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -99034.531250 Penalty: 515.777039 Iteration 74Q: 3 clusters Score -99034.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -99035.265625 Penalty: 515.777039 Iteration 75Q: 3 clusters Score -99035.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -99035.632812 Penalty: 515.777039 Iteration 76Q: 3 clusters Score -99035.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -99036.273438 Penalty: 515.777039 Iteration 77Q: 3 clusters Score -99036.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -99037.218750 Penalty: 515.777039 Iteration 78Q: 3 clusters Score -99037.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -99037.453125 Penalty: 515.777039 Iteration 79Q: 3 clusters Score -99037.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -99037.515625 Penalty: 515.777039 Iteration 80F: 3 clusters Score -99037.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -99037.429688 Penalty: 515.777039 Iteration 81Q: 3 clusters Score -99037.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -99037.710938 Penalty: 515.777039 Iteration 82Q: 3 clusters Score -99037.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -99038.242188 Penalty: 515.777039 Iteration 83Q: 3 clusters Score -99038.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -99038.781250 Penalty: 515.777039 Iteration 84Q: 3 clusters Score -99038.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -99038.937500 Penalty: 515.777039 Iteration 85Q: 3 clusters Score -99038.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -99039.468750 Penalty: 515.777039 Iteration 86Q: 3 clusters Score -99039.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -99039.898438 Penalty: 515.777039 Iteration 87Q: 3 clusters Score -99039.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -99040.171875 Penalty: 515.777039 Iteration 88Q: 3 clusters Score -99040.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -99040.093750 Penalty: 515.777039 Iteration 89Q: 3 clusters Score -99040.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -99040.367188 Penalty: 515.777039 Iteration 90Q: 3 clusters Score -99040.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -99040.437500 Penalty: 515.777039 Iteration 91Q: 3 clusters Score -99040.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -99040.812500 Penalty: 515.777039 Iteration 92Q: 3 clusters Score -99040.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -99041.007812 Penalty: 515.777039 Iteration 93Q: 3 clusters Score -99041.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -99042.500000 Penalty: 515.777039 Iteration 94Q: 3 clusters Score -99042.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -99043.679688 Penalty: 515.777039 Iteration 95Q: 3 clusters Score -99043.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -99044.273438 Penalty: 515.777039 Iteration 96Q: 3 clusters Score -99044.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -99044.554688 Penalty: 515.777039 Iteration 97Q: 3 clusters Score -99044.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -99044.882812 Penalty: 515.777039 Iteration 98Q: 3 clusters Score -99044.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -99045.164062 Penalty: 515.777039 Iteration 99Q: 3 clusters Score -99045.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -99045.515625 Penalty: 515.777039 Iteration 100F: 3 clusters Score -99045.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -99046.031250 Penalty: 515.777039 Iteration 101Q: 3 clusters Score -99046.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -99047.929688 Penalty: 515.777039 Iteration 102Q: 3 clusters Score -99047.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -99050.179688 Penalty: 515.777039 Iteration 103Q: 3 clusters Score -99050.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -99053.078125 Penalty: 515.777039 Iteration 104Q: 3 clusters Score -99053.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -99054.390625 Penalty: 515.777039 Iteration 105Q: 3 clusters Score -99054.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -99056.039062 Penalty: 515.777039 Iteration 106Q: 3 clusters Score -99056.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -99057.062500 Penalty: 515.777039 Iteration 107Q: 3 clusters Score -99057.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -99057.179688 Penalty: 515.777039 Iteration 108Q: 3 clusters Score -99057.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -99057.179688 Penalty: 515.777039 Iteration 109F: 3 clusters Score -99057.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Entering Unmasked Estep Score: -245532.515625 Penalty: 286.590820 Iteration 0F: 2 clusters Score -245532.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -241579.843750 Penalty: 573.181641 Iteration 0F: 3 clusters Score -241579.8 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -243996.109375 Penalty: 573.181641 Iteration 1F: 3 clusters Score -243996.1 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -244565.484375 Penalty: 573.181641 Iteration 2F: 3 clusters Score -244565.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -244848.156250 Penalty: 573.181641 Iteration 3F: 3 clusters Score -244848.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -245004.687500 Penalty: 573.181641 Iteration 4Q: 3 clusters Score -245004.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -245105.187500 Penalty: 573.181641 Iteration 5Q: 3 clusters Score -245105.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -245184.218750 Penalty: 573.181641 Iteration 6Q: 3 clusters Score -245184.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -245250.921875 Penalty: 573.181641 Iteration 7Q: 3 clusters Score -245250.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -245306.890625 Penalty: 573.181641 Iteration 8Q: 3 clusters Score -245306.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -245345.953125 Penalty: 573.181641 Iteration 9Q: 3 clusters Score -245346 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -245372.171875 Penalty: 573.181641 Iteration 10Q: 3 clusters Score -245372.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -245396.671875 Penalty: 573.181641 Iteration 11Q: 3 clusters Score -245396.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -245411.609375 Penalty: 573.181641 Iteration 12Q: 3 clusters Score -245411.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -245419.984375 Penalty: 573.181641 Iteration 13Q: 3 clusters Score -245420 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -245426.281250 Penalty: 573.181641 Iteration 14Q: 3 clusters Score -245426.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -245432.921875 Penalty: 573.181641 Iteration 15Q: 3 clusters Score -245432.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -245443.609375 Penalty: 573.181641 Iteration 16Q: 3 clusters Score -245443.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -245457.125000 Penalty: 573.181641 Iteration 17Q: 3 clusters Score -245457.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -245472.578125 Penalty: 573.181641 Iteration 18Q: 3 clusters Score -245472.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -245489.500000 Penalty: 573.181641 Iteration 19Q: 3 clusters Score -245489.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -245512.453125 Penalty: 573.181641 Iteration 20F: 3 clusters Score -245512.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -245547.093750 Penalty: 573.181641 Iteration 21Q: 3 clusters Score -245547.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -245572.390625 Penalty: 573.181641 Iteration 22Q: 3 clusters Score -245572.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -245608.437500 Penalty: 573.181641 Iteration 23Q: 3 clusters Score -245608.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -245665.500000 Penalty: 573.181641 Iteration 24Q: 3 clusters Score -245665.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -245715.875000 Penalty: 573.181641 Iteration 25Q: 3 clusters Score -245715.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -245738.125000 Penalty: 573.181641 Iteration 26Q: 3 clusters Score -245738.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -245752.031250 Penalty: 573.181641 Iteration 27Q: 3 clusters Score -245752 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -245756.671875 Penalty: 573.181641 Iteration 28Q: 3 clusters Score -245756.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -245762.765625 Penalty: 573.181641 Iteration 29Q: 3 clusters Score -245762.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -245769.078125 Penalty: 573.181641 Iteration 30Q: 3 clusters Score -245769.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -245774.343750 Penalty: 573.181641 Iteration 31Q: 3 clusters Score -245774.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -245776.031250 Penalty: 573.181641 Iteration 32Q: 3 clusters Score -245776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -245776.468750 Penalty: 573.181641 Iteration 33Q: 3 clusters Score -245776.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -245777.328125 Penalty: 573.181641 Iteration 34Q: 3 clusters Score -245777.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -245777.656250 Penalty: 573.181641 Iteration 35Q: 3 clusters Score -245777.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -245778.421875 Penalty: 573.181641 Iteration 36Q: 3 clusters Score -245778.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -245779.468750 Penalty: 573.181641 Iteration 37Q: 3 clusters Score -245779.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -245780.234375 Penalty: 573.181641 Iteration 38Q: 3 clusters Score -245780.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -245780.187500 Penalty: 573.181641 Iteration 39Q: 3 clusters Score -245780.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -245780.250000 Penalty: 573.181641 Iteration 40F: 3 clusters Score -245780.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -245780.531250 Penalty: 573.181641 Iteration 41Q: 3 clusters Score -245780.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -245780.531250 Penalty: 573.181641 Iteration 42F: 3 clusters Score -245780.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 750 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Entering Unmasked Estep Score: -18662944.000000 Penalty: 38172.394531 Splitting cluster 24 changes total score from -18659306.000000 to -18662944.000000 So it's getting split into cluster 89. Entering ConstructFrom: Trying to split cluster 25 (750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Entering Unmasked Estep Score: -27273.755859 Penalty: 218.462418 Iteration 0F: 2 clusters Score -27273.76 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 355 members Entering Unmasked Estep Score: -26685.794922 Penalty: 436.924835 Iteration 0F: 3 clusters Score -26685.79 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -26942.955078 Penalty: 436.924835 Iteration 1F: 3 clusters Score -26942.96 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27048.167969 Penalty: 436.924835 Iteration 2F: 3 clusters Score -27048.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27122.316406 Penalty: 436.924835 Iteration 3F: 3 clusters Score -27122.32 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -27148.044922 Penalty: 436.924835 Iteration 4Q: 3 clusters Score -27148.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -27169.712891 Penalty: 436.924835 Iteration 5Q: 3 clusters Score -27169.71 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -27196.757812 Penalty: 436.924835 Iteration 6Q: 3 clusters Score -27196.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -27235.751953 Penalty: 436.924835 Iteration 7F: 3 clusters Score -27235.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -27267.455078 Penalty: 436.924835 Iteration 8F: 3 clusters Score -27267.46 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -27294.037109 Penalty: 436.924835 Iteration 9Q: 3 clusters Score -27294.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -27315.638672 Penalty: 436.924835 Iteration 10Q: 3 clusters Score -27315.64 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -27340.140625 Penalty: 436.924835 Iteration 11Q: 3 clusters Score -27340.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -27357.392578 Penalty: 436.924835 Iteration 12Q: 3 clusters Score -27357.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -27369.291016 Penalty: 436.924835 Iteration 13Q: 3 clusters Score -27369.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -27375.669922 Penalty: 436.924835 Iteration 14Q: 3 clusters Score -27375.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -27381.150391 Penalty: 436.924835 Iteration 15Q: 3 clusters Score -27381.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -27385.730469 Penalty: 436.924835 Iteration 16Q: 3 clusters Score -27385.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -27389.898438 Penalty: 436.924835 Iteration 17Q: 3 clusters Score -27389.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -27391.800781 Penalty: 436.924835 Iteration 18Q: 3 clusters Score -27391.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -27392.875000 Penalty: 436.924835 Iteration 19Q: 3 clusters Score -27392.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -27396.294922 Penalty: 436.924835 Iteration 20F: 3 clusters Score -27396.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -27402.054688 Penalty: 436.924835 Iteration 21Q: 3 clusters Score -27402.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -27404.197266 Penalty: 436.924835 Iteration 22Q: 3 clusters Score -27404.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -27408.236328 Penalty: 436.924835 Iteration 23Q: 3 clusters Score -27408.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -27416.218750 Penalty: 436.924835 Iteration 24Q: 3 clusters Score -27416.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -27423.697266 Penalty: 436.924835 Iteration 25Q: 3 clusters Score -27423.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -27430.177734 Penalty: 436.924835 Iteration 26Q: 3 clusters Score -27430.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -27431.525391 Penalty: 436.924835 Iteration 27Q: 3 clusters Score -27431.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -27431.730469 Penalty: 436.924835 Iteration 28Q: 3 clusters Score -27431.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -27431.730469 Penalty: 436.924835 Iteration 29F: 3 clusters Score -27431.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 6314 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Entering Unmasked Estep Score: -18662884.000000 Penalty: 38601.296875 Splitting cluster 25 changes total score from -18659306.000000 to -18662884.000000 So it's getting split into cluster 90. Entering ConstructFrom: Trying to split cluster 26 (17796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Entering Unmasked Estep Score: -841936.312500 Penalty: 322.962067 Iteration 0F: 2 clusters Score -841936.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 8830 members Entering Unmasked Estep Score: -830035.687500 Penalty: 645.924133 Iteration 0F: 3 clusters Score -830035.7 nChanged 8572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -835771.375000 Penalty: 645.924133 Iteration 1F: 3 clusters Score -835771.4 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -836385.375000 Penalty: 645.924133 Iteration 2F: 3 clusters Score -836385.4 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 9546 members Entering Unmasked Estep Score: -837107.437500 Penalty: 645.924133 Iteration 3F: 3 clusters Score -837107.4 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -837924.562500 Penalty: 645.924133 Iteration 4F: 3 clusters Score -837924.6 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -838824.500000 Penalty: 645.924133 Iteration 5F: 3 clusters Score -838824.5 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -839599.875000 Penalty: 645.924133 Iteration 6F: 3 clusters Score -839599.9 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -840165.187500 Penalty: 645.924133 Iteration 7Q: 3 clusters Score -840165.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -840488.187500 Penalty: 645.924133 Iteration 8Q: 3 clusters Score -840488.2 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -840630.687500 Penalty: 645.924133 Iteration 9Q: 3 clusters Score -840630.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -840686.062500 Penalty: 645.924133 Iteration 10Q: 3 clusters Score -840686.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -840717.812500 Penalty: 645.924133 Iteration 11Q: 3 clusters Score -840717.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -840744.937500 Penalty: 645.924133 Iteration 12Q: 3 clusters Score -840744.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -840767.125000 Penalty: 645.924133 Iteration 13Q: 3 clusters Score -840767.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -840787.187500 Penalty: 645.924133 Iteration 14Q: 3 clusters Score -840787.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -840804.312500 Penalty: 645.924133 Iteration 15Q: 3 clusters Score -840804.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -840822.500000 Penalty: 645.924133 Iteration 16Q: 3 clusters Score -840822.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -840835.125000 Penalty: 645.924133 Iteration 17Q: 3 clusters Score -840835.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -840847.375000 Penalty: 645.924133 Iteration 18Q: 3 clusters Score -840847.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -840855.125000 Penalty: 645.924133 Iteration 19Q: 3 clusters Score -840855.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -840862.750000 Penalty: 645.924133 Iteration 20F: 3 clusters Score -840862.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -840868.562500 Penalty: 645.924133 Iteration 21Q: 3 clusters Score -840868.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -840871.375000 Penalty: 645.924133 Iteration 22Q: 3 clusters Score -840871.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -840875.125000 Penalty: 645.924133 Iteration 23Q: 3 clusters Score -840875.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -840877.375000 Penalty: 645.924133 Iteration 24Q: 3 clusters Score -840877.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -840879.750000 Penalty: 645.924133 Iteration 25Q: 3 clusters Score -840879.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -840884.000000 Penalty: 645.924133 Iteration 26Q: 3 clusters Score -840884 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -840887.812500 Penalty: 645.924133 Iteration 27Q: 3 clusters Score -840887.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -840888.062500 Penalty: 645.924133 Iteration 28Q: 3 clusters Score -840888.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -840888.062500 Penalty: 645.924133 Iteration 29Q: 3 clusters Score -840888.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -840890.500000 Penalty: 645.924133 Iteration 30Q: 3 clusters Score -840890.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -840895.187500 Penalty: 645.924133 Iteration 31Q: 3 clusters Score -840895.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -840894.750000 Penalty: 645.924133 Iteration 32Q: 3 clusters Score -840894.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -840896.437500 Penalty: 645.924133 Iteration 33Q: 3 clusters Score -840896.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -840899.875000 Penalty: 645.924133 Iteration 34Q: 3 clusters Score -840899.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -840904.687500 Penalty: 645.924133 Iteration 35Q: 3 clusters Score -840904.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -840907.187500 Penalty: 645.924133 Iteration 36Q: 3 clusters Score -840907.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -840913.812500 Penalty: 645.924133 Iteration 37Q: 3 clusters Score -840913.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -840926.562500 Penalty: 645.924133 Iteration 38Q: 3 clusters Score -840926.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -840945.000000 Penalty: 645.924133 Iteration 39Q: 3 clusters Score -840945 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -840973.437500 Penalty: 645.924133 Iteration 40F: 3 clusters Score -840973.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -841006.312500 Penalty: 645.924133 Iteration 41Q: 3 clusters Score -841006.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -841057.875000 Penalty: 645.924133 Iteration 42Q: 3 clusters Score -841057.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -841123.250000 Penalty: 645.924133 Iteration 43Q: 3 clusters Score -841123.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 11063 members Entering Unmasked Estep Score: -841193.500000 Penalty: 645.924133 Iteration 44Q: 3 clusters Score -841193.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -841255.875000 Penalty: 645.924133 Iteration 45Q: 3 clusters Score -841255.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -841303.812500 Penalty: 645.924133 Iteration 46Q: 3 clusters Score -841303.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -841344.875000 Penalty: 645.924133 Iteration 47Q: 3 clusters Score -841344.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -841381.500000 Penalty: 645.924133 Iteration 48Q: 3 clusters Score -841381.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -841402.625000 Penalty: 645.924133 Iteration 49Q: 3 clusters Score -841402.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -841424.125000 Penalty: 645.924133 Iteration 50Q: 3 clusters Score -841424.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -841440.937500 Penalty: 645.924133 Iteration 51Q: 3 clusters Score -841440.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -841450.000000 Penalty: 645.924133 Iteration 52Q: 3 clusters Score -841450 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -841460.812500 Penalty: 645.924133 Iteration 53Q: 3 clusters Score -841460.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -841477.500000 Penalty: 645.924133 Iteration 54Q: 3 clusters Score -841477.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -841486.625000 Penalty: 645.924133 Iteration 55Q: 3 clusters Score -841486.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -841499.000000 Penalty: 645.924133 Iteration 56Q: 3 clusters Score -841499 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 12362 members Entering Unmasked Estep Score: -841514.562500 Penalty: 645.924133 Iteration 57Q: 3 clusters Score -841514.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -841528.625000 Penalty: 645.924133 Iteration 58Q: 3 clusters Score -841528.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -841544.875000 Penalty: 645.924133 Iteration 59Q: 3 clusters Score -841544.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -841556.187500 Penalty: 645.924133 Iteration 60F: 3 clusters Score -841556.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -841566.750000 Penalty: 645.924133 Iteration 61Q: 3 clusters Score -841566.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -841576.437500 Penalty: 645.924133 Iteration 62Q: 3 clusters Score -841576.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -841587.062500 Penalty: 645.924133 Iteration 63Q: 3 clusters Score -841587.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -841594.000000 Penalty: 645.924133 Iteration 64Q: 3 clusters Score -841594 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -841602.562500 Penalty: 645.924133 Iteration 65Q: 3 clusters Score -841602.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 13061 members Entering Unmasked Estep Score: -841609.750000 Penalty: 645.924133 Iteration 66Q: 3 clusters Score -841609.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -841614.937500 Penalty: 645.924133 Iteration 67Q: 3 clusters Score -841614.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 13180 members Entering Unmasked Estep Score: -841627.437500 Penalty: 645.924133 Iteration 68Q: 3 clusters Score -841627.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -841634.250000 Penalty: 645.924133 Iteration 69Q: 3 clusters Score -841634.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -841633.437500 Penalty: 645.924133 Iteration 70Q: 3 clusters Score -841633.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -841639.625000 Penalty: 645.924133 Iteration 71Q: 3 clusters Score -841639.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -841642.812500 Penalty: 645.924133 Iteration 72Q: 3 clusters Score -841642.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 13380 members Entering Unmasked Estep Score: -841643.562500 Penalty: 645.924133 Iteration 73Q: 3 clusters Score -841643.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -841644.125000 Penalty: 645.924133 Iteration 74Q: 3 clusters Score -841644.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -841645.562500 Penalty: 645.924133 Iteration 75Q: 3 clusters Score -841645.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -841647.625000 Penalty: 645.924133 Iteration 76Q: 3 clusters Score -841647.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -841650.187500 Penalty: 645.924133 Iteration 77Q: 3 clusters Score -841650.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -841652.250000 Penalty: 645.924133 Iteration 78Q: 3 clusters Score -841652.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -841651.937500 Penalty: 645.924133 Iteration 79Q: 3 clusters Score -841651.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 13493 members Entering Unmasked Estep Score: -841652.375000 Penalty: 645.924133 Iteration 80F: 3 clusters Score -841652.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -841651.937500 Penalty: 645.924133 Iteration 81Q: 3 clusters Score -841651.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -841653.562500 Penalty: 645.924133 Iteration 82Q: 3 clusters Score -841653.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -841653.875000 Penalty: 645.924133 Iteration 83Q: 3 clusters Score -841653.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -841652.562500 Penalty: 645.924133 Iteration 84Q: 3 clusters Score -841652.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 13531 members Entering Unmasked Estep Score: -841654.125000 Penalty: 645.924133 Iteration 85Q: 3 clusters Score -841654.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -841654.187500 Penalty: 645.924133 Iteration 86Q: 3 clusters Score -841654.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -841655.187500 Penalty: 645.924133 Iteration 87Q: 3 clusters Score -841655.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -841654.375000 Penalty: 645.924133 Iteration 88Q: 3 clusters Score -841654.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -841654.000000 Penalty: 645.924133 Iteration 89Q: 3 clusters Score -841654 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 13581 members Entering Unmasked Estep Score: -841655.062500 Penalty: 645.924133 Iteration 90Q: 3 clusters Score -841655.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -841655.937500 Penalty: 645.924133 Iteration 91Q: 3 clusters Score -841655.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 13594 members Entering Unmasked Estep Score: -841656.687500 Penalty: 645.924133 Iteration 92Q: 3 clusters Score -841656.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 13597 members Entering Unmasked Estep Score: -841656.437500 Penalty: 645.924133 Iteration 93Q: 3 clusters Score -841656.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 13600 members Entering Unmasked Estep Score: -841656.125000 Penalty: 645.924133 Iteration 94Q: 3 clusters Score -841656.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 13605 members Entering Unmasked Estep Score: -841658.375000 Penalty: 645.924133 Iteration 95Q: 3 clusters Score -841658.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 13608 members Entering Unmasked Estep Score: -841658.437500 Penalty: 645.924133 Iteration 96Q: 3 clusters Score -841658.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -841657.312500 Penalty: 645.924133 Iteration 97Q: 3 clusters Score -841657.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -841658.625000 Penalty: 645.924133 Iteration 98Q: 3 clusters Score -841658.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -841659.125000 Penalty: 645.924133 Iteration 99Q: 3 clusters Score -841659.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -841659.062500 Penalty: 645.924133 Iteration 100F: 3 clusters Score -841659.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 13622 members Entering Unmasked Estep Score: -841659.062500 Penalty: 645.924133 Iteration 101Q: 3 clusters Score -841659.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -841658.812500 Penalty: 645.924133 Iteration 102Q: 3 clusters Score -841658.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -841658.375000 Penalty: 645.924133 Iteration 103Q: 3 clusters Score -841658.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -841658.312500 Penalty: 645.924133 Iteration 104Q: 3 clusters Score -841658.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -841658.312500 Penalty: 645.924133 Iteration 105F: 3 clusters Score -841658.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -46459.101562 Penalty: 226.332642 Iteration 0F: 2 clusters Score -46459.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -45759.496094 Penalty: 452.665283 Iteration 0F: 3 clusters Score -45759.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -46029.406250 Penalty: 452.665283 Iteration 1F: 3 clusters Score -46029.41 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -46074.320312 Penalty: 452.665283 Iteration 2F: 3 clusters Score -46074.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -46104.320312 Penalty: 452.665283 Iteration 3Q: 3 clusters Score -46104.32 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -46142.671875 Penalty: 452.665283 Iteration 4Q: 3 clusters Score -46142.67 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -46181.929688 Penalty: 452.665283 Iteration 5Q: 3 clusters Score -46181.93 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -46217.082031 Penalty: 452.665283 Iteration 6Q: 3 clusters Score -46217.08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -46245.066406 Penalty: 452.665283 Iteration 7Q: 3 clusters Score -46245.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -46258.386719 Penalty: 452.665283 Iteration 8Q: 3 clusters Score -46258.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -46266.660156 Penalty: 452.665283 Iteration 9Q: 3 clusters Score -46266.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -46275.687500 Penalty: 452.665283 Iteration 10Q: 3 clusters Score -46275.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -46288.027344 Penalty: 452.665283 Iteration 11Q: 3 clusters Score -46288.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -46296.421875 Penalty: 452.665283 Iteration 12Q: 3 clusters Score -46296.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -46300.671875 Penalty: 452.665283 Iteration 13Q: 3 clusters Score -46300.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -46306.671875 Penalty: 452.665283 Iteration 14Q: 3 clusters Score -46306.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -46312.152344 Penalty: 452.665283 Iteration 15Q: 3 clusters Score -46312.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -46318.683594 Penalty: 452.665283 Iteration 16Q: 3 clusters Score -46318.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -46326.406250 Penalty: 452.665283 Iteration 17Q: 3 clusters Score -46326.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -46329.511719 Penalty: 452.665283 Iteration 18Q: 3 clusters Score -46329.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46331.578125 Penalty: 452.665283 Iteration 19Q: 3 clusters Score -46331.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -46332.535156 Penalty: 452.665283 Iteration 20F: 3 clusters Score -46332.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -46334.464844 Penalty: 452.665283 Iteration 21Q: 3 clusters Score -46334.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46335.941406 Penalty: 452.665283 Iteration 22Q: 3 clusters Score -46335.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -46338.125000 Penalty: 452.665283 Iteration 23Q: 3 clusters Score -46338.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -46340.007812 Penalty: 452.665283 Iteration 24Q: 3 clusters Score -46340.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -46340.601562 Penalty: 452.665283 Iteration 25Q: 3 clusters Score -46340.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -46341.035156 Penalty: 452.665283 Iteration 26Q: 3 clusters Score -46341.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -46341.191406 Penalty: 452.665283 Iteration 27Q: 3 clusters Score -46341.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -46341.542969 Penalty: 452.665283 Iteration 28Q: 3 clusters Score -46341.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -46342.226562 Penalty: 452.665283 Iteration 29Q: 3 clusters Score -46342.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -46343.152344 Penalty: 452.665283 Iteration 30Q: 3 clusters Score -46343.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -46344.082031 Penalty: 452.665283 Iteration 31Q: 3 clusters Score -46344.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -46344.984375 Penalty: 452.665283 Iteration 32Q: 3 clusters Score -46344.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -46345.679688 Penalty: 452.665283 Iteration 33Q: 3 clusters Score -46345.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -46347.250000 Penalty: 452.665283 Iteration 34Q: 3 clusters Score -46347.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -46347.667969 Penalty: 452.665283 Iteration 35Q: 3 clusters Score -46347.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -46348.003906 Penalty: 452.665283 Iteration 36Q: 3 clusters Score -46348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -46348.003906 Penalty: 452.665283 Iteration 37F: 3 clusters Score -46348 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Entering Unmasked Estep Score: -42517.980469 Penalty: 233.501694 Iteration 0F: 2 clusters Score -42517.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -41671.566406 Penalty: 467.003387 Iteration 0F: 3 clusters Score -41671.57 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -42014.984375 Penalty: 467.003387 Iteration 1F: 3 clusters Score -42014.98 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -42096.230469 Penalty: 467.003387 Iteration 2F: 3 clusters Score -42096.23 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -42151.152344 Penalty: 467.003387 Iteration 3F: 3 clusters Score -42151.15 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -42185.433594 Penalty: 467.003387 Iteration 4Q: 3 clusters Score -42185.43 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -42208.035156 Penalty: 467.003387 Iteration 5Q: 3 clusters Score -42208.04 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -42241.605469 Penalty: 467.003387 Iteration 6Q: 3 clusters Score -42241.61 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -42262.648438 Penalty: 467.003387 Iteration 7Q: 3 clusters Score -42262.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -42273.230469 Penalty: 467.003387 Iteration 8Q: 3 clusters Score -42273.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -42284.511719 Penalty: 467.003387 Iteration 9Q: 3 clusters Score -42284.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -42294.085938 Penalty: 467.003387 Iteration 10Q: 3 clusters Score -42294.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -42303.183594 Penalty: 467.003387 Iteration 11Q: 3 clusters Score -42303.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42307.863281 Penalty: 467.003387 Iteration 12Q: 3 clusters Score -42307.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -42309.019531 Penalty: 467.003387 Iteration 13Q: 3 clusters Score -42309.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42309.183594 Penalty: 467.003387 Iteration 14Q: 3 clusters Score -42309.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42309.183594 Penalty: 467.003387 Iteration 15F: 3 clusters Score -42309.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Entering Unmasked Estep Score: -404682.718750 Penalty: 299.621338 Iteration 0F: 2 clusters Score -404682.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -398836.812500 Penalty: 599.242676 Iteration 0F: 3 clusters Score -398836.8 nChanged 4097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -401359.437500 Penalty: 599.242676 Iteration 1F: 3 clusters Score -401359.4 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -401557.781250 Penalty: 599.242676 Iteration 2F: 3 clusters Score -401557.8 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -401802.218750 Penalty: 599.242676 Iteration 3F: 3 clusters Score -401802.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -402115.375000 Penalty: 599.242676 Iteration 4F: 3 clusters Score -402115.4 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -402546.062500 Penalty: 599.242676 Iteration 5F: 3 clusters Score -402546.1 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -403088.843750 Penalty: 599.242676 Iteration 6F: 3 clusters Score -403088.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -403649.750000 Penalty: 599.242676 Iteration 7F: 3 clusters Score -403649.8 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -404114.250000 Penalty: 599.242676 Iteration 8Q: 3 clusters Score -404114.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -404329.250000 Penalty: 599.242676 Iteration 9Q: 3 clusters Score -404329.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -404388.687500 Penalty: 599.242676 Iteration 10Q: 3 clusters Score -404388.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -404399.000000 Penalty: 599.242676 Iteration 11Q: 3 clusters Score -404399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -404405.437500 Penalty: 599.242676 Iteration 12Q: 3 clusters Score -404405.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -404409.656250 Penalty: 599.242676 Iteration 13Q: 3 clusters Score -404409.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -404415.968750 Penalty: 599.242676 Iteration 14Q: 3 clusters Score -404416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -404418.968750 Penalty: 599.242676 Iteration 15Q: 3 clusters Score -404419 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -404419.937500 Penalty: 599.242676 Iteration 16Q: 3 clusters Score -404419.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -404419.937500 Penalty: 599.242676 Iteration 17F: 3 clusters Score -404419.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (6314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Entering Unmasked Estep Score: -299722.437500 Penalty: 288.767303 Iteration 0F: 2 clusters Score -299722.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -295567.687500 Penalty: 577.534607 Iteration 0F: 3 clusters Score -295567.7 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -297251.656250 Penalty: 577.534607 Iteration 1F: 3 clusters Score -297251.7 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -297583.937500 Penalty: 577.534607 Iteration 2F: 3 clusters Score -297583.9 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -297831.625000 Penalty: 577.534607 Iteration 3F: 3 clusters Score -297831.6 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -298104.062500 Penalty: 577.534607 Iteration 4F: 3 clusters Score -298104.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -298353.500000 Penalty: 577.534607 Iteration 5F: 3 clusters Score -298353.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -298546.031250 Penalty: 577.534607 Iteration 6F: 3 clusters Score -298546 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -298681.218750 Penalty: 577.534607 Iteration 7Q: 3 clusters Score -298681.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -298769.843750 Penalty: 577.534607 Iteration 8Q: 3 clusters Score -298769.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -298819.125000 Penalty: 577.534607 Iteration 9Q: 3 clusters Score -298819.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -298852.468750 Penalty: 577.534607 Iteration 10Q: 3 clusters Score -298852.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -298879.406250 Penalty: 577.534607 Iteration 11Q: 3 clusters Score -298879.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -298896.187500 Penalty: 577.534607 Iteration 12Q: 3 clusters Score -298896.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -298910.500000 Penalty: 577.534607 Iteration 13Q: 3 clusters Score -298910.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -298922.343750 Penalty: 577.534607 Iteration 14Q: 3 clusters Score -298922.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -298933.281250 Penalty: 577.534607 Iteration 15Q: 3 clusters Score -298933.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -298944.375000 Penalty: 577.534607 Iteration 16Q: 3 clusters Score -298944.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -298958.281250 Penalty: 577.534607 Iteration 17Q: 3 clusters Score -298958.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -298976.812500 Penalty: 577.534607 Iteration 18Q: 3 clusters Score -298976.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -299004.312500 Penalty: 577.534607 Iteration 19Q: 3 clusters Score -299004.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -299041.468750 Penalty: 577.534607 Iteration 20F: 3 clusters Score -299041.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -299093.218750 Penalty: 577.534607 Iteration 21Q: 3 clusters Score -299093.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -299169.250000 Penalty: 577.534607 Iteration 22Q: 3 clusters Score -299169.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -299250.625000 Penalty: 577.534607 Iteration 23Q: 3 clusters Score -299250.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -299371.687500 Penalty: 577.534607 Iteration 24Q: 3 clusters Score -299371.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -299534.437500 Penalty: 577.534607 Iteration 25Q: 3 clusters Score -299534.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -299741.437500 Penalty: 577.534607 Iteration 26Q: 3 clusters Score -299741.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -299947.375000 Penalty: 577.534607 Iteration 27Q: 3 clusters Score -299947.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -300112.000000 Penalty: 577.534607 Iteration 28Q: 3 clusters Score -300112 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -300237.000000 Penalty: 577.534607 Iteration 29Q: 3 clusters Score -300237 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -300313.718750 Penalty: 577.534607 Iteration 30Q: 3 clusters Score -300313.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -300346.937500 Penalty: 577.534607 Iteration 31Q: 3 clusters Score -300346.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -300383.062500 Penalty: 577.534607 Iteration 32Q: 3 clusters Score -300383.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -300386.187500 Penalty: 577.534607 Iteration 33Q: 3 clusters Score -300386.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -300386.187500 Penalty: 577.534607 Iteration 34F: 3 clusters Score -300386.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 11976 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Entering Unmasked Estep Score: -18663414.000000 Penalty: 39030.203125 Splitting cluster 30 changes total score from -18659306.000000 to -18663414.000000 So it's getting split into cluster 91. Entering ConstructFrom: Trying to split cluster 31 (364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Entering Unmasked Estep Score: -13955.526367 Penalty: 194.606079 Iteration 0F: 2 clusters Score -13955.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13613.637695 Penalty: 389.212158 Iteration 0F: 3 clusters Score -13613.64 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13707.427734 Penalty: 389.212158 Iteration 1F: 3 clusters Score -13707.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -13724.913086 Penalty: 389.212158 Iteration 2F: 3 clusters Score -13724.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -13745.531250 Penalty: 389.212158 Iteration 3Q: 3 clusters Score -13745.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13762.138672 Penalty: 389.212158 Iteration 4Q: 3 clusters Score -13762.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -13776.486328 Penalty: 389.212158 Iteration 5Q: 3 clusters Score -13776.49 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13794.580078 Penalty: 389.212158 Iteration 6F: 3 clusters Score -13794.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -13811.437500 Penalty: 389.212158 Iteration 7F: 3 clusters Score -13811.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13825.395508 Penalty: 389.212158 Iteration 8Q: 3 clusters Score -13825.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -13838.389648 Penalty: 389.212158 Iteration 9Q: 3 clusters Score -13838.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -13848.372070 Penalty: 389.212158 Iteration 10Q: 3 clusters Score -13848.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -13853.855469 Penalty: 389.212158 Iteration 11Q: 3 clusters Score -13853.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -13854.405273 Penalty: 389.212158 Iteration 12Q: 3 clusters Score -13854.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -13854.405273 Penalty: 389.212158 Iteration 13F: 3 clusters Score -13854.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Entering Unmasked Estep Score: -361910.500000 Penalty: 296.412079 Iteration 0F: 2 clusters Score -361910.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -356634.593750 Penalty: 592.824158 Iteration 0F: 3 clusters Score -356634.6 nChanged 3717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -358819.125000 Penalty: 592.824158 Iteration 1F: 3 clusters Score -358819.1 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -359062.312500 Penalty: 592.824158 Iteration 2F: 3 clusters Score -359062.3 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -359334.468750 Penalty: 592.824158 Iteration 3F: 3 clusters Score -359334.5 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -359639.875000 Penalty: 592.824158 Iteration 4F: 3 clusters Score -359639.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -359935.062500 Penalty: 592.824158 Iteration 5F: 3 clusters Score -359935.1 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -360208.718750 Penalty: 592.824158 Iteration 6F: 3 clusters Score -360208.7 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -360422.062500 Penalty: 592.824158 Iteration 7Q: 3 clusters Score -360422.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -360559.250000 Penalty: 592.824158 Iteration 8Q: 3 clusters Score -360559.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -360640.593750 Penalty: 592.824158 Iteration 9Q: 3 clusters Score -360640.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -360688.281250 Penalty: 592.824158 Iteration 10Q: 3 clusters Score -360688.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -360728.250000 Penalty: 592.824158 Iteration 11Q: 3 clusters Score -360728.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -360766.968750 Penalty: 592.824158 Iteration 12Q: 3 clusters Score -360767 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -360806.187500 Penalty: 592.824158 Iteration 13Q: 3 clusters Score -360806.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -360840.687500 Penalty: 592.824158 Iteration 14Q: 3 clusters Score -360840.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -360870.625000 Penalty: 592.824158 Iteration 15Q: 3 clusters Score -360870.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -360902.968750 Penalty: 592.824158 Iteration 16Q: 3 clusters Score -360903 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -360932.312500 Penalty: 592.824158 Iteration 17Q: 3 clusters Score -360932.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -360964.343750 Penalty: 592.824158 Iteration 18Q: 3 clusters Score -360964.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -361004.781250 Penalty: 592.824158 Iteration 19Q: 3 clusters Score -361004.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -361039.281250 Penalty: 592.824158 Iteration 20F: 3 clusters Score -361039.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -361088.062500 Penalty: 592.824158 Iteration 21Q: 3 clusters Score -361088.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -361128.312500 Penalty: 592.824158 Iteration 22Q: 3 clusters Score -361128.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -361163.906250 Penalty: 592.824158 Iteration 23Q: 3 clusters Score -361163.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -361198.218750 Penalty: 592.824158 Iteration 24Q: 3 clusters Score -361198.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -361235.250000 Penalty: 592.824158 Iteration 25Q: 3 clusters Score -361235.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -361276.031250 Penalty: 592.824158 Iteration 26Q: 3 clusters Score -361276 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -361317.343750 Penalty: 592.824158 Iteration 27Q: 3 clusters Score -361317.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -361355.312500 Penalty: 592.824158 Iteration 28Q: 3 clusters Score -361355.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -361402.750000 Penalty: 592.824158 Iteration 29Q: 3 clusters Score -361402.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -361447.875000 Penalty: 592.824158 Iteration 30Q: 3 clusters Score -361447.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -361490.062500 Penalty: 592.824158 Iteration 31Q: 3 clusters Score -361490.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -361518.500000 Penalty: 592.824158 Iteration 32Q: 3 clusters Score -361518.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -361536.875000 Penalty: 592.824158 Iteration 33Q: 3 clusters Score -361536.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -361554.250000 Penalty: 592.824158 Iteration 34Q: 3 clusters Score -361554.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -361567.156250 Penalty: 592.824158 Iteration 35Q: 3 clusters Score -361567.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -361575.531250 Penalty: 592.824158 Iteration 36Q: 3 clusters Score -361575.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -361588.187500 Penalty: 592.824158 Iteration 37Q: 3 clusters Score -361588.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -361601.968750 Penalty: 592.824158 Iteration 38Q: 3 clusters Score -361602 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -361616.187500 Penalty: 592.824158 Iteration 39Q: 3 clusters Score -361616.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7506 members Entering Unmasked Estep Score: -361625.593750 Penalty: 592.824158 Iteration 40F: 3 clusters Score -361625.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -361634.687500 Penalty: 592.824158 Iteration 41Q: 3 clusters Score -361634.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -361639.093750 Penalty: 592.824158 Iteration 42Q: 3 clusters Score -361639.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -361642.125000 Penalty: 592.824158 Iteration 43Q: 3 clusters Score -361642.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -361646.906250 Penalty: 592.824158 Iteration 44Q: 3 clusters Score -361646.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -361652.000000 Penalty: 592.824158 Iteration 45Q: 3 clusters Score -361652 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -361656.906250 Penalty: 592.824158 Iteration 46Q: 3 clusters Score -361656.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -361660.500000 Penalty: 592.824158 Iteration 47Q: 3 clusters Score -361660.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -361665.156250 Penalty: 592.824158 Iteration 48Q: 3 clusters Score -361665.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -361666.843750 Penalty: 592.824158 Iteration 49Q: 3 clusters Score -361666.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -361671.093750 Penalty: 592.824158 Iteration 50Q: 3 clusters Score -361671.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -361673.281250 Penalty: 592.824158 Iteration 51Q: 3 clusters Score -361673.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -361675.687500 Penalty: 592.824158 Iteration 52Q: 3 clusters Score -361675.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -361677.875000 Penalty: 592.824158 Iteration 53Q: 3 clusters Score -361677.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -361679.000000 Penalty: 592.824158 Iteration 54Q: 3 clusters Score -361679 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -361680.656250 Penalty: 592.824158 Iteration 55Q: 3 clusters Score -361680.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -361681.843750 Penalty: 592.824158 Iteration 56Q: 3 clusters Score -361681.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -361682.500000 Penalty: 592.824158 Iteration 57Q: 3 clusters Score -361682.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -361683.000000 Penalty: 592.824158 Iteration 58Q: 3 clusters Score -361683 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -361683.562500 Penalty: 592.824158 Iteration 59Q: 3 clusters Score -361683.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -361683.906250 Penalty: 592.824158 Iteration 60F: 3 clusters Score -361683.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (11976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Entering Unmasked Estep Score: -516909.593750 Penalty: 309.891785 Iteration 0F: 2 clusters Score -516909.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -508875.281250 Penalty: 619.783569 Iteration 0F: 3 clusters Score -508875.3 nChanged 5716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -512522.656250 Penalty: 619.783569 Iteration 1F: 3 clusters Score -512522.7 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -512932.875000 Penalty: 619.783569 Iteration 2F: 3 clusters Score -512932.9 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -513408.531250 Penalty: 619.783569 Iteration 3F: 3 clusters Score -513408.5 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -513896.843750 Penalty: 619.783569 Iteration 4F: 3 clusters Score -513896.8 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -514464.125000 Penalty: 619.783569 Iteration 5F: 3 clusters Score -514464.1 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -515053.218750 Penalty: 619.783569 Iteration 6F: 3 clusters Score -515053.2 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -515598.250000 Penalty: 619.783569 Iteration 7Q: 3 clusters Score -515598.2 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -516005.468750 Penalty: 619.783569 Iteration 8Q: 3 clusters Score -516005.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -516325.062500 Penalty: 619.783569 Iteration 9Q: 3 clusters Score -516325.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -516605.562500 Penalty: 619.783569 Iteration 10Q: 3 clusters Score -516605.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -516848.656250 Penalty: 619.783569 Iteration 11Q: 3 clusters Score -516848.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -517066.375000 Penalty: 619.783569 Iteration 12Q: 3 clusters Score -517066.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -517223.781250 Penalty: 619.783569 Iteration 13Q: 3 clusters Score -517223.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -517296.375000 Penalty: 619.783569 Iteration 14Q: 3 clusters Score -517296.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -517323.343750 Penalty: 619.783569 Iteration 15Q: 3 clusters Score -517323.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -517334.593750 Penalty: 619.783569 Iteration 16Q: 3 clusters Score -517334.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -517338.593750 Penalty: 619.783569 Iteration 17Q: 3 clusters Score -517338.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -517340.906250 Penalty: 619.783569 Iteration 18Q: 3 clusters Score -517340.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -517345.250000 Penalty: 619.783569 Iteration 19Q: 3 clusters Score -517345.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -517346.250000 Penalty: 619.783569 Iteration 20F: 3 clusters Score -517346.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -517347.000000 Penalty: 619.783569 Iteration 21Q: 3 clusters Score -517347 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -517347.218750 Penalty: 619.783569 Iteration 22Q: 3 clusters Score -517347.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -517347.125000 Penalty: 619.783569 Iteration 23Q: 3 clusters Score -517347.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 10437 members Entering Unmasked Estep Score: -517348.343750 Penalty: 619.783569 Iteration 24Q: 3 clusters Score -517348.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -517347.625000 Penalty: 619.783569 Iteration 25Q: 3 clusters Score -517347.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -517347.187500 Penalty: 619.783569 Iteration 26Q: 3 clusters Score -517347.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -517347.187500 Penalty: 619.783569 Iteration 27F: 3 clusters Score -517347.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 4916 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Entering Unmasked Estep Score: -18663724.000000 Penalty: 39459.105469 Splitting cluster 33 changes total score from -18659306.000000 to -18663724.000000 So it's getting split into cluster 92. Entering ConstructFrom: Trying to split cluster 34 (935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Entering Unmasked Estep Score: -39408.175781 Penalty: 225.738037 Iteration 0F: 2 clusters Score -39408.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -38704.410156 Penalty: 451.476074 Iteration 0F: 3 clusters Score -38704.41 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -38957.410156 Penalty: 451.476074 Iteration 1F: 3 clusters Score -38957.41 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -39018.164062 Penalty: 451.476074 Iteration 2F: 3 clusters Score -39018.16 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -39064.144531 Penalty: 451.476074 Iteration 3F: 3 clusters Score -39064.14 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -39102.835938 Penalty: 451.476074 Iteration 4F: 3 clusters Score -39102.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -39120.507812 Penalty: 451.476074 Iteration 5Q: 3 clusters Score -39120.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -39130.472656 Penalty: 451.476074 Iteration 6Q: 3 clusters Score -39130.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -39136.621094 Penalty: 451.476074 Iteration 7Q: 3 clusters Score -39136.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -39142.550781 Penalty: 451.476074 Iteration 8Q: 3 clusters Score -39142.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -39148.179688 Penalty: 451.476074 Iteration 9Q: 3 clusters Score -39148.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -39150.484375 Penalty: 451.476074 Iteration 10Q: 3 clusters Score -39150.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -39152.265625 Penalty: 451.476074 Iteration 11Q: 3 clusters Score -39152.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -39153.750000 Penalty: 451.476074 Iteration 12Q: 3 clusters Score -39153.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -39154.667969 Penalty: 451.476074 Iteration 13Q: 3 clusters Score -39154.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -39155.707031 Penalty: 451.476074 Iteration 14Q: 3 clusters Score -39155.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -39156.527344 Penalty: 451.476074 Iteration 15Q: 3 clusters Score -39156.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -39157.035156 Penalty: 451.476074 Iteration 16Q: 3 clusters Score -39157.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -39157.117188 Penalty: 451.476074 Iteration 17Q: 3 clusters Score -39157.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -39157.117188 Penalty: 451.476074 Iteration 18F: 3 clusters Score -39157.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (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: -5957.012695 Penalty: 179.742325 Iteration 0F: 2 clusters Score -5957.013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5729.516113 Penalty: 359.484650 Iteration 0F: 3 clusters Score -5729.516 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5819.698242 Penalty: 359.484650 Iteration 1F: 3 clusters Score -5819.698 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -5846.226074 Penalty: 359.484650 Iteration 2F: 3 clusters Score -5846.226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -5859.953613 Penalty: 359.484650 Iteration 3Q: 3 clusters Score -5859.954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -5868.151855 Penalty: 359.484650 Iteration 4Q: 3 clusters Score -5868.152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -5870.123047 Penalty: 359.484650 Iteration 5Q: 3 clusters Score -5870.123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -5870.266602 Penalty: 359.484650 Iteration 6Q: 3 clusters Score -5870.267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -5870.266602 Penalty: 359.484650 Iteration 7F: 3 clusters Score -5870.267 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (4091 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Entering Unmasked Estep Score: -188549.796875 Penalty: 274.445984 Iteration 0F: 2 clusters Score -188549.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -185799.218750 Penalty: 548.891968 Iteration 0F: 3 clusters Score -185799.2 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -186981.078125 Penalty: 548.891968 Iteration 1F: 3 clusters Score -186981.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -187188.046875 Penalty: 548.891968 Iteration 2F: 3 clusters Score -187188 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -187313.296875 Penalty: 548.891968 Iteration 3F: 3 clusters Score -187313.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -187403.234375 Penalty: 548.891968 Iteration 4Q: 3 clusters Score -187403.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -187492.187500 Penalty: 548.891968 Iteration 5Q: 3 clusters Score -187492.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -187586.625000 Penalty: 548.891968 Iteration 6Q: 3 clusters Score -187586.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -187680.875000 Penalty: 548.891968 Iteration 7Q: 3 clusters Score -187680.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -187752.359375 Penalty: 548.891968 Iteration 8Q: 3 clusters Score -187752.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -187793.515625 Penalty: 548.891968 Iteration 9Q: 3 clusters Score -187793.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -187820.593750 Penalty: 548.891968 Iteration 10Q: 3 clusters Score -187820.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -187836.921875 Penalty: 548.891968 Iteration 11Q: 3 clusters Score -187836.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -187847.640625 Penalty: 548.891968 Iteration 12Q: 3 clusters Score -187847.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -187857.687500 Penalty: 548.891968 Iteration 13Q: 3 clusters Score -187857.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -187865.187500 Penalty: 548.891968 Iteration 14Q: 3 clusters Score -187865.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -187870.125000 Penalty: 548.891968 Iteration 15Q: 3 clusters Score -187870.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -187875.593750 Penalty: 548.891968 Iteration 16Q: 3 clusters Score -187875.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -187882.671875 Penalty: 548.891968 Iteration 17Q: 3 clusters Score -187882.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -187891.187500 Penalty: 548.891968 Iteration 18Q: 3 clusters Score -187891.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -187898.296875 Penalty: 548.891968 Iteration 19Q: 3 clusters Score -187898.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -187902.750000 Penalty: 548.891968 Iteration 20F: 3 clusters Score -187902.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -187910.187500 Penalty: 548.891968 Iteration 21Q: 3 clusters Score -187910.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -187918.000000 Penalty: 548.891968 Iteration 22Q: 3 clusters Score -187918 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -187932.031250 Penalty: 548.891968 Iteration 23Q: 3 clusters Score -187932 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -187950.562500 Penalty: 548.891968 Iteration 24Q: 3 clusters Score -187950.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -187970.406250 Penalty: 548.891968 Iteration 25Q: 3 clusters Score -187970.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -187994.421875 Penalty: 548.891968 Iteration 26Q: 3 clusters Score -187994.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -188023.531250 Penalty: 548.891968 Iteration 27Q: 3 clusters Score -188023.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -188052.500000 Penalty: 548.891968 Iteration 28Q: 3 clusters Score -188052.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -188082.531250 Penalty: 548.891968 Iteration 29Q: 3 clusters Score -188082.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -188119.171875 Penalty: 548.891968 Iteration 30Q: 3 clusters Score -188119.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -188147.671875 Penalty: 548.891968 Iteration 31Q: 3 clusters Score -188147.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -188169.109375 Penalty: 548.891968 Iteration 32Q: 3 clusters Score -188169.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -188193.953125 Penalty: 548.891968 Iteration 33Q: 3 clusters Score -188194 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -188214.328125 Penalty: 548.891968 Iteration 34Q: 3 clusters Score -188214.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -188231.906250 Penalty: 548.891968 Iteration 35Q: 3 clusters Score -188231.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -188245.875000 Penalty: 548.891968 Iteration 36Q: 3 clusters Score -188245.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -188258.656250 Penalty: 548.891968 Iteration 37Q: 3 clusters Score -188258.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -188267.734375 Penalty: 548.891968 Iteration 38Q: 3 clusters Score -188267.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -188272.484375 Penalty: 548.891968 Iteration 39Q: 3 clusters Score -188272.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -188277.406250 Penalty: 548.891968 Iteration 40F: 3 clusters Score -188277.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -188279.953125 Penalty: 548.891968 Iteration 41Q: 3 clusters Score -188280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -188282.625000 Penalty: 548.891968 Iteration 42Q: 3 clusters Score -188282.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -188283.437500 Penalty: 548.891968 Iteration 43Q: 3 clusters Score -188283.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -188284.000000 Penalty: 548.891968 Iteration 44Q: 3 clusters Score -188284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -188285.187500 Penalty: 548.891968 Iteration 45Q: 3 clusters Score -188285.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -188285.812500 Penalty: 548.891968 Iteration 46Q: 3 clusters Score -188285.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -188286.046875 Penalty: 548.891968 Iteration 47Q: 3 clusters Score -188286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -188286.078125 Penalty: 548.891968 Iteration 48Q: 3 clusters Score -188286.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -188286.281250 Penalty: 548.891968 Iteration 49Q: 3 clusters Score -188286.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -188287.296875 Penalty: 548.891968 Iteration 50Q: 3 clusters Score -188287.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -188287.187500 Penalty: 548.891968 Iteration 51Q: 3 clusters Score -188287.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -188287.765625 Penalty: 548.891968 Iteration 52Q: 3 clusters Score -188287.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -188287.750000 Penalty: 548.891968 Iteration 53Q: 3 clusters Score -188287.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -188287.750000 Penalty: 548.891968 Iteration 54F: 3 clusters Score -188287.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Entering Unmasked Estep Score: -25646.402344 Penalty: 212.233932 Iteration 0F: 2 clusters Score -25646.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25144.445312 Penalty: 424.467865 Iteration 0F: 3 clusters Score -25144.45 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -25302.103516 Penalty: 424.467865 Iteration 1F: 3 clusters Score -25302.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -25348.423828 Penalty: 424.467865 Iteration 2F: 3 clusters Score -25348.42 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -25367.982422 Penalty: 424.467865 Iteration 3F: 3 clusters Score -25367.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25377.023438 Penalty: 424.467865 Iteration 4Q: 3 clusters Score -25377.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25385.652344 Penalty: 424.467865 Iteration 5Q: 3 clusters Score -25385.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -25396.751953 Penalty: 424.467865 Iteration 6Q: 3 clusters Score -25396.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -25413.320312 Penalty: 424.467865 Iteration 7Q: 3 clusters Score -25413.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -25428.361328 Penalty: 424.467865 Iteration 8Q: 3 clusters Score -25428.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -25434.558594 Penalty: 424.467865 Iteration 9Q: 3 clusters Score -25434.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -25441.697266 Penalty: 424.467865 Iteration 10Q: 3 clusters Score -25441.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -25444.099609 Penalty: 424.467865 Iteration 11Q: 3 clusters Score -25444.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -25448.146484 Penalty: 424.467865 Iteration 12Q: 3 clusters Score -25448.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -25451.164062 Penalty: 424.467865 Iteration 13Q: 3 clusters Score -25451.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -25453.703125 Penalty: 424.467865 Iteration 14Q: 3 clusters Score -25453.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -25459.609375 Penalty: 424.467865 Iteration 15Q: 3 clusters Score -25459.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25463.890625 Penalty: 424.467865 Iteration 16Q: 3 clusters Score -25463.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25466.132812 Penalty: 424.467865 Iteration 17Q: 3 clusters Score -25466.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25466.625000 Penalty: 424.467865 Iteration 18Q: 3 clusters Score -25466.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -25467.763672 Penalty: 424.467865 Iteration 19Q: 3 clusters Score -25467.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -25467.949219 Penalty: 424.467865 Iteration 20F: 3 clusters Score -25467.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -25468.091797 Penalty: 424.467865 Iteration 21Q: 3 clusters Score -25468.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25468.304688 Penalty: 424.467865 Iteration 22Q: 3 clusters Score -25468.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25468.556641 Penalty: 424.467865 Iteration 23Q: 3 clusters Score -25468.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -25468.818359 Penalty: 424.467865 Iteration 24Q: 3 clusters Score -25468.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25468.865234 Penalty: 424.467865 Iteration 25Q: 3 clusters Score -25468.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -25469.816406 Penalty: 424.467865 Iteration 26Q: 3 clusters Score -25469.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25469.966797 Penalty: 424.467865 Iteration 27Q: 3 clusters Score -25469.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -25470.017578 Penalty: 424.467865 Iteration 28Q: 3 clusters Score -25470.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25470.101562 Penalty: 424.467865 Iteration 29Q: 3 clusters Score -25470.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25470.101562 Penalty: 424.467865 Iteration 30F: 3 clusters Score -25470.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Entering Unmasked Estep Score: -83117.757812 Penalty: 248.541229 Iteration 0F: 2 clusters Score -83117.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -81868.429688 Penalty: 497.082458 Iteration 0F: 3 clusters Score -81868.43 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -82492.273438 Penalty: 497.082458 Iteration 1F: 3 clusters Score -82492.27 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -82680.671875 Penalty: 497.082458 Iteration 2F: 3 clusters Score -82680.67 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -82795.890625 Penalty: 497.082458 Iteration 3F: 3 clusters Score -82795.89 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -82865.625000 Penalty: 497.082458 Iteration 4Q: 3 clusters Score -82865.62 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -82896.460938 Penalty: 497.082458 Iteration 5Q: 3 clusters Score -82896.46 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -82910.882812 Penalty: 497.082458 Iteration 6Q: 3 clusters Score -82910.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82917.015625 Penalty: 497.082458 Iteration 7Q: 3 clusters Score -82917.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82919.757812 Penalty: 497.082458 Iteration 8Q: 3 clusters Score -82919.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -82922.609375 Penalty: 497.082458 Iteration 9Q: 3 clusters Score -82922.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -82924.570312 Penalty: 497.082458 Iteration 10Q: 3 clusters Score -82924.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82926.296875 Penalty: 497.082458 Iteration 11Q: 3 clusters Score -82926.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -82927.742188 Penalty: 497.082458 Iteration 12Q: 3 clusters Score -82927.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -82928.843750 Penalty: 497.082458 Iteration 13Q: 3 clusters Score -82928.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -82929.148438 Penalty: 497.082458 Iteration 14Q: 3 clusters Score -82929.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -82929.335938 Penalty: 497.082458 Iteration 15Q: 3 clusters Score -82929.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -82929.742188 Penalty: 497.082458 Iteration 16Q: 3 clusters Score -82929.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -82929.929688 Penalty: 497.082458 Iteration 17Q: 3 clusters Score -82929.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -82929.960938 Penalty: 497.082458 Iteration 18Q: 3 clusters Score -82929.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -82929.890625 Penalty: 497.082458 Iteration 19Q: 3 clusters Score -82929.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -82930.140625 Penalty: 497.082458 Iteration 20F: 3 clusters Score -82930.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -82930.406250 Penalty: 497.082458 Iteration 21Q: 3 clusters Score -82930.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -82930.406250 Penalty: 497.082458 Iteration 22F: 3 clusters Score -82930.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (5811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Entering Unmasked Estep Score: -286111.468750 Penalty: 286.027771 Iteration 0F: 2 clusters Score -286111.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -282251.750000 Penalty: 572.055542 Iteration 0F: 3 clusters Score -282251.8 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -284065.906250 Penalty: 572.055542 Iteration 1F: 3 clusters Score -284065.9 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -284431.437500 Penalty: 572.055542 Iteration 2F: 3 clusters Score -284431.4 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -284825.562500 Penalty: 572.055542 Iteration 3F: 3 clusters Score -284825.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -285164.843750 Penalty: 572.055542 Iteration 4F: 3 clusters Score -285164.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -285412.906250 Penalty: 572.055542 Iteration 5F: 3 clusters Score -285412.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -285580.500000 Penalty: 572.055542 Iteration 6Q: 3 clusters Score -285580.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -285732.593750 Penalty: 572.055542 Iteration 7Q: 3 clusters Score -285732.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -285825.250000 Penalty: 572.055542 Iteration 8Q: 3 clusters Score -285825.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -285860.843750 Penalty: 572.055542 Iteration 9Q: 3 clusters Score -285860.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -285871.625000 Penalty: 572.055542 Iteration 10Q: 3 clusters Score -285871.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -285882.812500 Penalty: 572.055542 Iteration 11Q: 3 clusters Score -285882.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -285897.906250 Penalty: 572.055542 Iteration 12Q: 3 clusters Score -285897.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -285902.937500 Penalty: 572.055542 Iteration 13Q: 3 clusters Score -285902.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -285905.968750 Penalty: 572.055542 Iteration 14Q: 3 clusters Score -285906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -285908.781250 Penalty: 572.055542 Iteration 15Q: 3 clusters Score -285908.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -285912.218750 Penalty: 572.055542 Iteration 16Q: 3 clusters Score -285912.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -285914.250000 Penalty: 572.055542 Iteration 17Q: 3 clusters Score -285914.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -285916.281250 Penalty: 572.055542 Iteration 18Q: 3 clusters Score -285916.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -285918.750000 Penalty: 572.055542 Iteration 19Q: 3 clusters Score -285918.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -285919.406250 Penalty: 572.055542 Iteration 20F: 3 clusters Score -285919.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -285919.687500 Penalty: 572.055542 Iteration 21Q: 3 clusters Score -285919.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -285919.687500 Penalty: 572.055542 Iteration 22F: 3 clusters Score -285919.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (5203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Entering Unmasked Estep Score: -243135.437500 Penalty: 282.380676 Iteration 0F: 2 clusters Score -243135.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -239658.437500 Penalty: 564.761353 Iteration 0F: 3 clusters Score -239658.4 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -241330.671875 Penalty: 564.761353 Iteration 1F: 3 clusters Score -241330.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -241550.343750 Penalty: 564.761353 Iteration 2F: 3 clusters Score -241550.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -241724.218750 Penalty: 564.761353 Iteration 3F: 3 clusters Score -241724.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -241883.375000 Penalty: 564.761353 Iteration 4F: 3 clusters Score -241883.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -242027.062500 Penalty: 564.761353 Iteration 5F: 3 clusters Score -242027.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -242150.218750 Penalty: 564.761353 Iteration 6Q: 3 clusters Score -242150.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -242244.093750 Penalty: 564.761353 Iteration 7Q: 3 clusters Score -242244.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -242316.921875 Penalty: 564.761353 Iteration 8Q: 3 clusters Score -242316.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -242374.359375 Penalty: 564.761353 Iteration 9Q: 3 clusters Score -242374.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -242419.265625 Penalty: 564.761353 Iteration 10Q: 3 clusters Score -242419.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -242463.093750 Penalty: 564.761353 Iteration 11Q: 3 clusters Score -242463.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -242502.015625 Penalty: 564.761353 Iteration 12Q: 3 clusters Score -242502 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -242538.781250 Penalty: 564.761353 Iteration 13Q: 3 clusters Score -242538.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -242567.515625 Penalty: 564.761353 Iteration 14Q: 3 clusters Score -242567.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -242590.328125 Penalty: 564.761353 Iteration 15Q: 3 clusters Score -242590.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -242617.171875 Penalty: 564.761353 Iteration 16Q: 3 clusters Score -242617.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -242646.656250 Penalty: 564.761353 Iteration 17Q: 3 clusters Score -242646.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -242667.906250 Penalty: 564.761353 Iteration 18Q: 3 clusters Score -242667.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -242692.140625 Penalty: 564.761353 Iteration 19Q: 3 clusters Score -242692.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -242720.000000 Penalty: 564.761353 Iteration 20F: 3 clusters Score -242720 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -242749.234375 Penalty: 564.761353 Iteration 21Q: 3 clusters Score -242749.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -242776.296875 Penalty: 564.761353 Iteration 22Q: 3 clusters Score -242776.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -242800.187500 Penalty: 564.761353 Iteration 23Q: 3 clusters Score -242800.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -242818.453125 Penalty: 564.761353 Iteration 24Q: 3 clusters Score -242818.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -242836.640625 Penalty: 564.761353 Iteration 25Q: 3 clusters Score -242836.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -242851.750000 Penalty: 564.761353 Iteration 26Q: 3 clusters Score -242851.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -242862.562500 Penalty: 564.761353 Iteration 27Q: 3 clusters Score -242862.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -242869.250000 Penalty: 564.761353 Iteration 28Q: 3 clusters Score -242869.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -242879.062500 Penalty: 564.761353 Iteration 29Q: 3 clusters Score -242879.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -242887.281250 Penalty: 564.761353 Iteration 30Q: 3 clusters Score -242887.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -242892.562500 Penalty: 564.761353 Iteration 31Q: 3 clusters Score -242892.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -242894.703125 Penalty: 564.761353 Iteration 32Q: 3 clusters Score -242894.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -242896.062500 Penalty: 564.761353 Iteration 33Q: 3 clusters Score -242896.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -242897.093750 Penalty: 564.761353 Iteration 34Q: 3 clusters Score -242897.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -242897.984375 Penalty: 564.761353 Iteration 35Q: 3 clusters Score -242898 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -242898.703125 Penalty: 564.761353 Iteration 36Q: 3 clusters Score -242898.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -242899.406250 Penalty: 564.761353 Iteration 37Q: 3 clusters Score -242899.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -242899.578125 Penalty: 564.761353 Iteration 38Q: 3 clusters Score -242899.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -242899.890625 Penalty: 564.761353 Iteration 39Q: 3 clusters Score -242899.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -242899.953125 Penalty: 564.761353 Iteration 40F: 3 clusters Score -242900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -242900.734375 Penalty: 564.761353 Iteration 41Q: 3 clusters Score -242900.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -242900.625000 Penalty: 564.761353 Iteration 42Q: 3 clusters Score -242900.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -242901.562500 Penalty: 564.761353 Iteration 43Q: 3 clusters Score -242901.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -242901.515625 Penalty: 564.761353 Iteration 44Q: 3 clusters Score -242901.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -242901.281250 Penalty: 564.761353 Iteration 45Q: 3 clusters Score -242901.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -242901.343750 Penalty: 564.761353 Iteration 46Q: 3 clusters Score -242901.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -242901.343750 Penalty: 564.761353 Iteration 47F: 3 clusters Score -242901.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (2394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Entering Unmasked Estep Score: -109723.539062 Penalty: 256.763794 Iteration 0F: 2 clusters Score -109723.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -108067.031250 Penalty: 513.527588 Iteration 0F: 3 clusters Score -108067 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -108779.156250 Penalty: 513.527588 Iteration 1F: 3 clusters Score -108779.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -108924.109375 Penalty: 513.527588 Iteration 2F: 3 clusters Score -108924.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -109045.960938 Penalty: 513.527588 Iteration 3F: 3 clusters Score -109046 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -109161.601562 Penalty: 513.527588 Iteration 4F: 3 clusters Score -109161.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -109270.375000 Penalty: 513.527588 Iteration 5F: 3 clusters Score -109270.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -109346.781250 Penalty: 513.527588 Iteration 6Q: 3 clusters Score -109346.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -109395.101562 Penalty: 513.527588 Iteration 7Q: 3 clusters Score -109395.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -109425.625000 Penalty: 513.527588 Iteration 8Q: 3 clusters Score -109425.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -109448.296875 Penalty: 513.527588 Iteration 9Q: 3 clusters Score -109448.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -109462.085938 Penalty: 513.527588 Iteration 10Q: 3 clusters Score -109462.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -109471.335938 Penalty: 513.527588 Iteration 11Q: 3 clusters Score -109471.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -109475.539062 Penalty: 513.527588 Iteration 12Q: 3 clusters Score -109475.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -109478.984375 Penalty: 513.527588 Iteration 13Q: 3 clusters Score -109479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -109480.632812 Penalty: 513.527588 Iteration 14Q: 3 clusters Score -109480.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -109481.671875 Penalty: 513.527588 Iteration 15Q: 3 clusters Score -109481.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -109483.250000 Penalty: 513.527588 Iteration 16Q: 3 clusters Score -109483.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -109484.156250 Penalty: 513.527588 Iteration 17Q: 3 clusters Score -109484.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -109485.757812 Penalty: 513.527588 Iteration 18Q: 3 clusters Score -109485.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -109487.140625 Penalty: 513.527588 Iteration 19Q: 3 clusters Score -109487.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -109488.773438 Penalty: 513.527588 Iteration 20F: 3 clusters Score -109488.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -109489.718750 Penalty: 513.527588 Iteration 21Q: 3 clusters Score -109489.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -109490.054688 Penalty: 513.527588 Iteration 22Q: 3 clusters Score -109490.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -109490.554688 Penalty: 513.527588 Iteration 23Q: 3 clusters Score -109490.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -109491.000000 Penalty: 513.527588 Iteration 24Q: 3 clusters Score -109491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -109491.414062 Penalty: 513.527588 Iteration 25Q: 3 clusters Score -109491.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -109491.718750 Penalty: 513.527588 Iteration 26Q: 3 clusters Score -109491.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -109491.718750 Penalty: 513.527588 Iteration 27F: 3 clusters Score -109491.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (4916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Entering Unmasked Estep Score: -233788.000000 Penalty: 280.508270 Iteration 0F: 2 clusters Score -233788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -230505.109375 Penalty: 561.016541 Iteration 0F: 3 clusters Score -230505.1 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -231880.515625 Penalty: 561.016541 Iteration 1F: 3 clusters Score -231880.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -232136.500000 Penalty: 561.016541 Iteration 2F: 3 clusters Score -232136.5 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -232391.437500 Penalty: 561.016541 Iteration 3F: 3 clusters Score -232391.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -232555.703125 Penalty: 561.016541 Iteration 4F: 3 clusters Score -232555.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -232699.968750 Penalty: 561.016541 Iteration 5F: 3 clusters Score -232700 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -232824.781250 Penalty: 561.016541 Iteration 6Q: 3 clusters Score -232824.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -232934.578125 Penalty: 561.016541 Iteration 7Q: 3 clusters Score -232934.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -233033.875000 Penalty: 561.016541 Iteration 8Q: 3 clusters Score -233033.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -233138.218750 Penalty: 561.016541 Iteration 9Q: 3 clusters Score -233138.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -233257.140625 Penalty: 561.016541 Iteration 10Q: 3 clusters Score -233257.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -233381.500000 Penalty: 561.016541 Iteration 11Q: 3 clusters Score -233381.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -233479.140625 Penalty: 561.016541 Iteration 12Q: 3 clusters Score -233479.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -233579.781250 Penalty: 561.016541 Iteration 13Q: 3 clusters Score -233579.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -233669.781250 Penalty: 561.016541 Iteration 14Q: 3 clusters Score -233669.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -233720.906250 Penalty: 561.016541 Iteration 15Q: 3 clusters Score -233720.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -233745.156250 Penalty: 561.016541 Iteration 16Q: 3 clusters Score -233745.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -233761.390625 Penalty: 561.016541 Iteration 17Q: 3 clusters Score -233761.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -233774.796875 Penalty: 561.016541 Iteration 18Q: 3 clusters Score -233774.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -233782.968750 Penalty: 561.016541 Iteration 19Q: 3 clusters Score -233783 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -233790.421875 Penalty: 561.016541 Iteration 20F: 3 clusters Score -233790.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -233795.390625 Penalty: 561.016541 Iteration 21Q: 3 clusters Score -233795.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -233798.703125 Penalty: 561.016541 Iteration 22Q: 3 clusters Score -233798.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -233800.828125 Penalty: 561.016541 Iteration 23Q: 3 clusters Score -233800.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -233803.734375 Penalty: 561.016541 Iteration 24Q: 3 clusters Score -233803.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -233805.515625 Penalty: 561.016541 Iteration 25Q: 3 clusters Score -233805.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -233807.546875 Penalty: 561.016541 Iteration 26Q: 3 clusters Score -233807.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -233809.328125 Penalty: 561.016541 Iteration 27Q: 3 clusters Score -233809.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -233811.359375 Penalty: 561.016541 Iteration 28Q: 3 clusters Score -233811.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -233815.515625 Penalty: 561.016541 Iteration 29Q: 3 clusters Score -233815.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -233817.812500 Penalty: 561.016541 Iteration 30Q: 3 clusters Score -233817.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -233821.750000 Penalty: 561.016541 Iteration 31Q: 3 clusters Score -233821.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -233825.250000 Penalty: 561.016541 Iteration 32Q: 3 clusters Score -233825.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -233830.062500 Penalty: 561.016541 Iteration 33Q: 3 clusters Score -233830.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -233834.796875 Penalty: 561.016541 Iteration 34Q: 3 clusters Score -233834.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -233839.859375 Penalty: 561.016541 Iteration 35Q: 3 clusters Score -233839.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -233846.046875 Penalty: 561.016541 Iteration 36Q: 3 clusters Score -233846 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -233854.531250 Penalty: 561.016541 Iteration 37Q: 3 clusters Score -233854.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -233864.484375 Penalty: 561.016541 Iteration 38Q: 3 clusters Score -233864.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -233881.781250 Penalty: 561.016541 Iteration 39Q: 3 clusters Score -233881.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -233908.421875 Penalty: 561.016541 Iteration 40F: 3 clusters Score -233908.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -233933.546875 Penalty: 561.016541 Iteration 41Q: 3 clusters Score -233933.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -233946.578125 Penalty: 561.016541 Iteration 42Q: 3 clusters Score -233946.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -233968.234375 Penalty: 561.016541 Iteration 43Q: 3 clusters Score -233968.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -233994.140625 Penalty: 561.016541 Iteration 44Q: 3 clusters Score -233994.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -234030.906250 Penalty: 561.016541 Iteration 45Q: 3 clusters Score -234030.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -234102.406250 Penalty: 561.016541 Iteration 46Q: 3 clusters Score -234102.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -234186.125000 Penalty: 561.016541 Iteration 47Q: 3 clusters Score -234186.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -234260.906250 Penalty: 561.016541 Iteration 48Q: 3 clusters Score -234260.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -234265.625000 Penalty: 561.016541 Iteration 49Q: 3 clusters Score -234265.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -234268.296875 Penalty: 561.016541 Iteration 50Q: 3 clusters Score -234268.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -234270.515625 Penalty: 561.016541 Iteration 51Q: 3 clusters Score -234270.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -234274.093750 Penalty: 561.016541 Iteration 52Q: 3 clusters Score -234274.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -234284.265625 Penalty: 561.016541 Iteration 53Q: 3 clusters Score -234284.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -234302.578125 Penalty: 561.016541 Iteration 54Q: 3 clusters Score -234302.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -234321.203125 Penalty: 561.016541 Iteration 55Q: 3 clusters Score -234321.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -234323.828125 Penalty: 561.016541 Iteration 56Q: 3 clusters Score -234323.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -234325.234375 Penalty: 561.016541 Iteration 57Q: 3 clusters Score -234325.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -234325.234375 Penalty: 561.016541 Iteration 58F: 3 clusters Score -234325.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 8095 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Entering Unmasked Estep Score: -18664104.000000 Penalty: 39888.007812 Splitting cluster 42 changes total score from -18659306.000000 to -18664104.000000 So it's getting split into cluster 93. Entering ConstructFrom: Trying to split cluster 43 (3391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Entering Unmasked Estep Score: -126774.218750 Penalty: 268.253052 Iteration 0F: 2 clusters Score -126774.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -124484.289062 Penalty: 536.506104 Iteration 0F: 3 clusters Score -124484.3 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -125383.695312 Penalty: 536.506104 Iteration 1F: 3 clusters Score -125383.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -125537.445312 Penalty: 536.506104 Iteration 2F: 3 clusters Score -125537.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -125737.085938 Penalty: 536.506104 Iteration 3F: 3 clusters Score -125737.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -125992.023438 Penalty: 536.506104 Iteration 4F: 3 clusters Score -125992 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -126204.890625 Penalty: 536.506104 Iteration 5F: 3 clusters Score -126204.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -126350.398438 Penalty: 536.506104 Iteration 6Q: 3 clusters Score -126350.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -126438.085938 Penalty: 536.506104 Iteration 7Q: 3 clusters Score -126438.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -126479.476562 Penalty: 536.506104 Iteration 8Q: 3 clusters Score -126479.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -126499.015625 Penalty: 536.506104 Iteration 9Q: 3 clusters Score -126499 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -126516.500000 Penalty: 536.506104 Iteration 10Q: 3 clusters Score -126516.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -126523.429688 Penalty: 536.506104 Iteration 11Q: 3 clusters Score -126523.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -126527.250000 Penalty: 536.506104 Iteration 12Q: 3 clusters Score -126527.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -126535.445312 Penalty: 536.506104 Iteration 13Q: 3 clusters Score -126535.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -126539.234375 Penalty: 536.506104 Iteration 14Q: 3 clusters Score -126539.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -126539.234375 Penalty: 536.506104 Iteration 15F: 3 clusters Score -126539.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (11253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Entering Unmasked Estep Score: -521460.125000 Penalty: 307.836884 Iteration 0F: 2 clusters Score -521460.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -513989.250000 Penalty: 615.673767 Iteration 0F: 3 clusters Score -513989.2 nChanged 5330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -517454.718750 Penalty: 615.673767 Iteration 1F: 3 clusters Score -517454.7 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -517802.781250 Penalty: 615.673767 Iteration 2F: 3 clusters Score -517802.8 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -518230.937500 Penalty: 615.673767 Iteration 3F: 3 clusters Score -518230.9 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -518786.750000 Penalty: 615.673767 Iteration 4F: 3 clusters Score -518786.8 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -519520.281250 Penalty: 615.673767 Iteration 5F: 3 clusters Score -519520.3 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -520129.843750 Penalty: 615.673767 Iteration 6Q: 3 clusters Score -520129.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -520399.062500 Penalty: 615.673767 Iteration 7Q: 3 clusters Score -520399.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -520574.593750 Penalty: 615.673767 Iteration 8Q: 3 clusters Score -520574.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -520678.437500 Penalty: 615.673767 Iteration 9Q: 3 clusters Score -520678.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -520748.687500 Penalty: 615.673767 Iteration 10Q: 3 clusters Score -520748.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -520805.343750 Penalty: 615.673767 Iteration 11Q: 3 clusters Score -520805.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -520871.093750 Penalty: 615.673767 Iteration 12Q: 3 clusters Score -520871.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -520941.281250 Penalty: 615.673767 Iteration 13Q: 3 clusters Score -520941.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -521004.062500 Penalty: 615.673767 Iteration 14Q: 3 clusters Score -521004.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -521051.031250 Penalty: 615.673767 Iteration 15Q: 3 clusters Score -521051 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -521091.406250 Penalty: 615.673767 Iteration 16Q: 3 clusters Score -521091.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -521126.875000 Penalty: 615.673767 Iteration 17Q: 3 clusters Score -521126.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -521155.531250 Penalty: 615.673767 Iteration 18Q: 3 clusters Score -521155.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -521176.156250 Penalty: 615.673767 Iteration 19Q: 3 clusters Score -521176.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -521193.187500 Penalty: 615.673767 Iteration 20F: 3 clusters Score -521193.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -521210.468750 Penalty: 615.673767 Iteration 21Q: 3 clusters Score -521210.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -521222.125000 Penalty: 615.673767 Iteration 22Q: 3 clusters Score -521222.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -521232.843750 Penalty: 615.673767 Iteration 23Q: 3 clusters Score -521232.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -521240.312500 Penalty: 615.673767 Iteration 24Q: 3 clusters Score -521240.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -521250.843750 Penalty: 615.673767 Iteration 25Q: 3 clusters Score -521250.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -521256.812500 Penalty: 615.673767 Iteration 26Q: 3 clusters Score -521256.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 10227 members Entering Unmasked Estep Score: -521260.593750 Penalty: 615.673767 Iteration 27Q: 3 clusters Score -521260.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -521264.968750 Penalty: 615.673767 Iteration 28Q: 3 clusters Score -521265 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -521268.875000 Penalty: 615.673767 Iteration 29Q: 3 clusters Score -521268.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -521270.562500 Penalty: 615.673767 Iteration 30Q: 3 clusters Score -521270.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -521273.656250 Penalty: 615.673767 Iteration 31Q: 3 clusters Score -521273.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 10338 members Entering Unmasked Estep Score: -521275.500000 Penalty: 615.673767 Iteration 32Q: 3 clusters Score -521275.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -521276.718750 Penalty: 615.673767 Iteration 33Q: 3 clusters Score -521276.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -521279.375000 Penalty: 615.673767 Iteration 34Q: 3 clusters Score -521279.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -521281.375000 Penalty: 615.673767 Iteration 35Q: 3 clusters Score -521281.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -521281.906250 Penalty: 615.673767 Iteration 36Q: 3 clusters Score -521281.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -521284.156250 Penalty: 615.673767 Iteration 37Q: 3 clusters Score -521284.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -521286.218750 Penalty: 615.673767 Iteration 38Q: 3 clusters Score -521286.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -521287.218750 Penalty: 615.673767 Iteration 39Q: 3 clusters Score -521287.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -521287.156250 Penalty: 615.673767 Iteration 40F: 3 clusters Score -521287.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -521288.187500 Penalty: 615.673767 Iteration 41Q: 3 clusters Score -521288.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 10447 members Entering Unmasked Estep Score: -521290.531250 Penalty: 615.673767 Iteration 42Q: 3 clusters Score -521290.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -521292.250000 Penalty: 615.673767 Iteration 43Q: 3 clusters Score -521292.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -521296.156250 Penalty: 615.673767 Iteration 44Q: 3 clusters Score -521296.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -521296.812500 Penalty: 615.673767 Iteration 45Q: 3 clusters Score -521296.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -521299.062500 Penalty: 615.673767 Iteration 46Q: 3 clusters Score -521299.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -521300.968750 Penalty: 615.673767 Iteration 47Q: 3 clusters Score -521301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -521302.875000 Penalty: 615.673767 Iteration 48Q: 3 clusters Score -521302.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -521303.687500 Penalty: 615.673767 Iteration 49Q: 3 clusters Score -521303.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -521304.687500 Penalty: 615.673767 Iteration 50Q: 3 clusters Score -521304.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -521305.843750 Penalty: 615.673767 Iteration 51Q: 3 clusters Score -521305.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -521306.000000 Penalty: 615.673767 Iteration 52Q: 3 clusters Score -521306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -521306.625000 Penalty: 615.673767 Iteration 53Q: 3 clusters Score -521306.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -521307.562500 Penalty: 615.673767 Iteration 54Q: 3 clusters Score -521307.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -521310.500000 Penalty: 615.673767 Iteration 55Q: 3 clusters Score -521310.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -521313.750000 Penalty: 615.673767 Iteration 56Q: 3 clusters Score -521313.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -521316.500000 Penalty: 615.673767 Iteration 57Q: 3 clusters Score -521316.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -521317.562500 Penalty: 615.673767 Iteration 58Q: 3 clusters Score -521317.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -521317.812500 Penalty: 615.673767 Iteration 59Q: 3 clusters Score -521317.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -521319.468750 Penalty: 615.673767 Iteration 60F: 3 clusters Score -521319.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -521320.031250 Penalty: 615.673767 Iteration 61Q: 3 clusters Score -521320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 10627 members Entering Unmasked Estep Score: -521320.281250 Penalty: 615.673767 Iteration 62Q: 3 clusters Score -521320.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -521320.250000 Penalty: 615.673767 Iteration 63Q: 3 clusters Score -521320.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -521320.281250 Penalty: 615.673767 Iteration 64Q: 3 clusters Score -521320.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -521320.250000 Penalty: 615.673767 Iteration 65Q: 3 clusters Score -521320.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -521320.250000 Penalty: 615.673767 Iteration 66F: 3 clusters Score -521320.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (2707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Entering Unmasked Estep Score: -125832.375000 Penalty: 260.818695 Iteration 0F: 2 clusters Score -125832.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -123959.968750 Penalty: 521.637390 Iteration 0F: 3 clusters Score -123960 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -124669.703125 Penalty: 521.637390 Iteration 1F: 3 clusters Score -124669.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -124783.890625 Penalty: 521.637390 Iteration 2F: 3 clusters Score -124783.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -124926.187500 Penalty: 521.637390 Iteration 3F: 3 clusters Score -124926.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -125111.187500 Penalty: 521.637390 Iteration 4F: 3 clusters Score -125111.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -125304.648438 Penalty: 521.637390 Iteration 5F: 3 clusters Score -125304.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -125419.265625 Penalty: 521.637390 Iteration 6F: 3 clusters Score -125419.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -125468.593750 Penalty: 521.637390 Iteration 7Q: 3 clusters Score -125468.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -125501.234375 Penalty: 521.637390 Iteration 8Q: 3 clusters Score -125501.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -125534.351562 Penalty: 521.637390 Iteration 9Q: 3 clusters Score -125534.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -125570.890625 Penalty: 521.637390 Iteration 10Q: 3 clusters Score -125570.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -125600.906250 Penalty: 521.637390 Iteration 11Q: 3 clusters Score -125600.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -125623.445312 Penalty: 521.637390 Iteration 12Q: 3 clusters Score -125623.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -125632.804688 Penalty: 521.637390 Iteration 13Q: 3 clusters Score -125632.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -125640.015625 Penalty: 521.637390 Iteration 14Q: 3 clusters Score -125640 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -125645.085938 Penalty: 521.637390 Iteration 15Q: 3 clusters Score -125645.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -125647.656250 Penalty: 521.637390 Iteration 16Q: 3 clusters Score -125647.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -125650.367188 Penalty: 521.637390 Iteration 17Q: 3 clusters Score -125650.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -125651.609375 Penalty: 521.637390 Iteration 18Q: 3 clusters Score -125651.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -125652.242188 Penalty: 521.637390 Iteration 19Q: 3 clusters Score -125652.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -125652.593750 Penalty: 521.637390 Iteration 20F: 3 clusters Score -125652.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125652.593750 Penalty: 521.637390 Iteration 21Q: 3 clusters Score -125652.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125652.796875 Penalty: 521.637390 Iteration 22Q: 3 clusters Score -125652.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -125653.257812 Penalty: 521.637390 Iteration 23Q: 3 clusters Score -125653.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -125653.273438 Penalty: 521.637390 Iteration 24Q: 3 clusters Score -125653.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125653.960938 Penalty: 521.637390 Iteration 25Q: 3 clusters Score -125654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -125654.343750 Penalty: 521.637390 Iteration 26Q: 3 clusters Score -125654.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125654.507812 Penalty: 521.637390 Iteration 27Q: 3 clusters Score -125654.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -125654.562500 Penalty: 521.637390 Iteration 28Q: 3 clusters Score -125654.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125654.570312 Penalty: 521.637390 Iteration 29Q: 3 clusters Score -125654.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -125654.570312 Penalty: 521.637390 Iteration 30F: 3 clusters Score -125654.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Entering Unmasked Estep Score: -9680.748047 Penalty: 188.334641 Iteration 0F: 2 clusters Score -9680.748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9369.552734 Penalty: 376.669281 Iteration 0F: 3 clusters Score -9369.553 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9445.208984 Penalty: 376.669281 Iteration 1F: 3 clusters Score -9445.209 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9470.749023 Penalty: 376.669281 Iteration 2F: 3 clusters Score -9470.749 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9483.748047 Penalty: 376.669281 Iteration 3F: 3 clusters Score -9483.748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9493.041016 Penalty: 376.669281 Iteration 4Q: 3 clusters Score -9493.041 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9501.764648 Penalty: 376.669281 Iteration 5Q: 3 clusters Score -9501.765 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9506.658203 Penalty: 376.669281 Iteration 6Q: 3 clusters Score -9506.658 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9507.922852 Penalty: 376.669281 Iteration 7Q: 3 clusters Score -9507.923 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9507.922852 Penalty: 376.669281 Iteration 8F: 3 clusters Score -9507.923 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (8095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Entering Unmasked Estep Score: -356637.656250 Penalty: 296.967041 Iteration 0F: 2 clusters Score -356637.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -351238.187500 Penalty: 593.934082 Iteration 0F: 3 clusters Score -351238.2 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -353883.343750 Penalty: 593.934082 Iteration 1F: 3 clusters Score -353883.3 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -354340.968750 Penalty: 593.934082 Iteration 2F: 3 clusters Score -354341 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -354820.250000 Penalty: 593.934082 Iteration 3F: 3 clusters Score -354820.2 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -355336.218750 Penalty: 593.934082 Iteration 4F: 3 clusters Score -355336.2 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -355769.531250 Penalty: 593.934082 Iteration 5F: 3 clusters Score -355769.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -356087.093750 Penalty: 593.934082 Iteration 6Q: 3 clusters Score -356087.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -356377.250000 Penalty: 593.934082 Iteration 7Q: 3 clusters Score -356377.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -356586.531250 Penalty: 593.934082 Iteration 8Q: 3 clusters Score -356586.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -356741.437500 Penalty: 593.934082 Iteration 9Q: 3 clusters Score -356741.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -356859.000000 Penalty: 593.934082 Iteration 10Q: 3 clusters Score -356859 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -356972.156250 Penalty: 593.934082 Iteration 11Q: 3 clusters Score -356972.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -357075.593750 Penalty: 593.934082 Iteration 12Q: 3 clusters Score -357075.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -357144.062500 Penalty: 593.934082 Iteration 13Q: 3 clusters Score -357144.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -357204.437500 Penalty: 593.934082 Iteration 14Q: 3 clusters Score -357204.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -357241.593750 Penalty: 593.934082 Iteration 15Q: 3 clusters Score -357241.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -357263.375000 Penalty: 593.934082 Iteration 16Q: 3 clusters Score -357263.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -357275.875000 Penalty: 593.934082 Iteration 17Q: 3 clusters Score -357275.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -357288.187500 Penalty: 593.934082 Iteration 18Q: 3 clusters Score -357288.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -357299.812500 Penalty: 593.934082 Iteration 19Q: 3 clusters Score -357299.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -357306.625000 Penalty: 593.934082 Iteration 20F: 3 clusters Score -357306.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -357309.687500 Penalty: 593.934082 Iteration 21Q: 3 clusters Score -357309.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -357312.625000 Penalty: 593.934082 Iteration 22Q: 3 clusters Score -357312.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -357314.375000 Penalty: 593.934082 Iteration 23Q: 3 clusters Score -357314.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -357315.218750 Penalty: 593.934082 Iteration 24Q: 3 clusters Score -357315.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -357316.031250 Penalty: 593.934082 Iteration 25Q: 3 clusters Score -357316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -357318.531250 Penalty: 593.934082 Iteration 26Q: 3 clusters Score -357318.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -357319.593750 Penalty: 593.934082 Iteration 27Q: 3 clusters Score -357319.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -357320.437500 Penalty: 593.934082 Iteration 28Q: 3 clusters Score -357320.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -357322.187500 Penalty: 593.934082 Iteration 29Q: 3 clusters Score -357322.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -357321.906250 Penalty: 593.934082 Iteration 30Q: 3 clusters Score -357321.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -357322.187500 Penalty: 593.934082 Iteration 31Q: 3 clusters Score -357322.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -357322.375000 Penalty: 593.934082 Iteration 32Q: 3 clusters Score -357322.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -357322.843750 Penalty: 593.934082 Iteration 33Q: 3 clusters Score -357322.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -357322.843750 Penalty: 593.934082 Iteration 34F: 3 clusters Score -357322.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 9898 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Entering Unmasked Estep Score: -18664604.000000 Penalty: 40316.914062 Splitting cluster 47 changes total score from -18659306.000000 to -18664604.000000 So it's getting split into cluster 94. Entering ConstructFrom: Trying to split cluster 48 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -37169.339844 Penalty: 222.670364 Iteration 0F: 2 clusters Score -37169.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -36515.113281 Penalty: 445.340729 Iteration 0F: 3 clusters Score -36515.11 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -36749.941406 Penalty: 445.340729 Iteration 1F: 3 clusters Score -36749.94 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -36823.328125 Penalty: 445.340729 Iteration 2F: 3 clusters Score -36823.33 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -36867.421875 Penalty: 445.340729 Iteration 3F: 3 clusters Score -36867.42 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -36891.609375 Penalty: 445.340729 Iteration 4Q: 3 clusters Score -36891.61 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -36917.175781 Penalty: 445.340729 Iteration 5Q: 3 clusters Score -36917.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -36942.757812 Penalty: 445.340729 Iteration 6Q: 3 clusters Score -36942.76 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -36955.441406 Penalty: 445.340729 Iteration 7Q: 3 clusters Score -36955.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -36963.140625 Penalty: 445.340729 Iteration 8Q: 3 clusters Score -36963.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -36972.812500 Penalty: 445.340729 Iteration 9Q: 3 clusters Score -36972.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -36985.687500 Penalty: 445.340729 Iteration 10Q: 3 clusters Score -36985.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -36999.890625 Penalty: 445.340729 Iteration 11Q: 3 clusters Score -36999.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -37017.367188 Penalty: 445.340729 Iteration 12Q: 3 clusters Score -37017.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -37022.300781 Penalty: 445.340729 Iteration 13Q: 3 clusters Score -37022.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -37023.996094 Penalty: 445.340729 Iteration 14Q: 3 clusters Score -37024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -37026.207031 Penalty: 445.340729 Iteration 15Q: 3 clusters Score -37026.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -37027.183594 Penalty: 445.340729 Iteration 16Q: 3 clusters Score -37027.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -37028.695312 Penalty: 445.340729 Iteration 17Q: 3 clusters Score -37028.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -37029.253906 Penalty: 445.340729 Iteration 18Q: 3 clusters Score -37029.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -37029.785156 Penalty: 445.340729 Iteration 19Q: 3 clusters Score -37029.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -37029.875000 Penalty: 445.340729 Iteration 20F: 3 clusters Score -37029.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 49 (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: -186285.718750 Penalty: 272.579193 Iteration 0F: 2 clusters Score -186285.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -183679.093750 Penalty: 545.158386 Iteration 0F: 3 clusters Score -183679.1 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -184812.562500 Penalty: 545.158386 Iteration 1F: 3 clusters Score -184812.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -185005.156250 Penalty: 545.158386 Iteration 2F: 3 clusters Score -185005.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -185184.312500 Penalty: 545.158386 Iteration 3F: 3 clusters Score -185184.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -185409.406250 Penalty: 545.158386 Iteration 4F: 3 clusters Score -185409.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -185656.078125 Penalty: 545.158386 Iteration 5F: 3 clusters Score -185656.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -185831.359375 Penalty: 545.158386 Iteration 6Q: 3 clusters Score -185831.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -185954.296875 Penalty: 545.158386 Iteration 7Q: 3 clusters Score -185954.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -186006.640625 Penalty: 545.158386 Iteration 8Q: 3 clusters Score -186006.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -186051.406250 Penalty: 545.158386 Iteration 9Q: 3 clusters Score -186051.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -186068.687500 Penalty: 545.158386 Iteration 10Q: 3 clusters Score -186068.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -186075.171875 Penalty: 545.158386 Iteration 11Q: 3 clusters Score -186075.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -186076.640625 Penalty: 545.158386 Iteration 12Q: 3 clusters Score -186076.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -186077.328125 Penalty: 545.158386 Iteration 13Q: 3 clusters Score -186077.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -186078.359375 Penalty: 545.158386 Iteration 14Q: 3 clusters Score -186078.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -186078.468750 Penalty: 545.158386 Iteration 15Q: 3 clusters Score -186078.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -186078.515625 Penalty: 545.158386 Iteration 16Q: 3 clusters Score -186078.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -186078.375000 Penalty: 545.158386 Iteration 17Q: 3 clusters Score -186078.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -186078.375000 Penalty: 545.158386 Iteration 18F: 3 clusters Score -186078.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 50 (866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Entering Unmasked Estep Score: -36461.257812 Penalty: 223.208206 Iteration 0F: 2 clusters Score -36461.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -35789.679688 Penalty: 446.416412 Iteration 0F: 3 clusters Score -35789.68 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -35989.679688 Penalty: 446.416412 Iteration 1F: 3 clusters Score -35989.68 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -36052.011719 Penalty: 446.416412 Iteration 2F: 3 clusters Score -36052.01 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -36120.582031 Penalty: 446.416412 Iteration 3F: 3 clusters Score -36120.58 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -36197.496094 Penalty: 446.416412 Iteration 4F: 3 clusters Score -36197.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -36261.003906 Penalty: 446.416412 Iteration 5F: 3 clusters Score -36261 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -36296.523438 Penalty: 446.416412 Iteration 6F: 3 clusters Score -36296.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -36320.839844 Penalty: 446.416412 Iteration 7Q: 3 clusters Score -36320.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -36338.683594 Penalty: 446.416412 Iteration 8Q: 3 clusters Score -36338.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -36345.554688 Penalty: 446.416412 Iteration 9Q: 3 clusters Score -36345.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -36347.476562 Penalty: 446.416412 Iteration 10Q: 3 clusters Score -36347.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -36350.902344 Penalty: 446.416412 Iteration 11Q: 3 clusters Score -36350.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -36353.074219 Penalty: 446.416412 Iteration 12Q: 3 clusters Score -36353.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -36355.382812 Penalty: 446.416412 Iteration 13Q: 3 clusters Score -36355.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -36358.003906 Penalty: 446.416412 Iteration 14Q: 3 clusters Score -36358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -36359.054688 Penalty: 446.416412 Iteration 15Q: 3 clusters Score -36359.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -36359.847656 Penalty: 446.416412 Iteration 16Q: 3 clusters Score -36359.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -36359.847656 Penalty: 446.416412 Iteration 17F: 3 clusters Score -36359.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 51 (984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Entering Unmasked Estep Score: -50096.769531 Penalty: 227.423660 Iteration 0F: 2 clusters Score -50096.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -49371.976562 Penalty: 454.847321 Iteration 0F: 3 clusters Score -49371.98 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -49643.597656 Penalty: 454.847321 Iteration 1F: 3 clusters Score -49643.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -49687.964844 Penalty: 454.847321 Iteration 2F: 3 clusters Score -49687.96 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -49731.410156 Penalty: 454.847321 Iteration 3F: 3 clusters Score -49731.41 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -49769.863281 Penalty: 454.847321 Iteration 4F: 3 clusters Score -49769.86 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -49794.128906 Penalty: 454.847321 Iteration 5Q: 3 clusters Score -49794.13 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -49815.984375 Penalty: 454.847321 Iteration 6Q: 3 clusters Score -49815.98 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -49836.597656 Penalty: 454.847321 Iteration 7Q: 3 clusters Score -49836.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -49861.085938 Penalty: 454.847321 Iteration 8Q: 3 clusters Score -49861.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -49874.445312 Penalty: 454.847321 Iteration 9Q: 3 clusters Score -49874.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -49879.703125 Penalty: 454.847321 Iteration 10Q: 3 clusters Score -49879.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -49886.128906 Penalty: 454.847321 Iteration 11Q: 3 clusters Score -49886.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -49895.632812 Penalty: 454.847321 Iteration 12Q: 3 clusters Score -49895.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -49905.574219 Penalty: 454.847321 Iteration 13Q: 3 clusters Score -49905.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -49911.902344 Penalty: 454.847321 Iteration 14Q: 3 clusters Score -49911.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -49913.523438 Penalty: 454.847321 Iteration 15Q: 3 clusters Score -49913.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -49913.648438 Penalty: 454.847321 Iteration 16Q: 3 clusters Score -49913.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -49913.648438 Penalty: 454.847321 Iteration 17F: 3 clusters Score -49913.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 52 (1391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Entering Unmasked Estep Score: -51664.207031 Penalty: 238.846680 Iteration 0F: 2 clusters Score -51664.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -50672.351562 Penalty: 477.693359 Iteration 0F: 3 clusters Score -50672.35 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -51034.031250 Penalty: 477.693359 Iteration 1F: 3 clusters Score -51034.03 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -51130.894531 Penalty: 477.693359 Iteration 2F: 3 clusters Score -51130.89 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -51205.933594 Penalty: 477.693359 Iteration 3F: 3 clusters Score -51205.93 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -51263.976562 Penalty: 477.693359 Iteration 4F: 3 clusters Score -51263.98 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -51302.109375 Penalty: 477.693359 Iteration 5Q: 3 clusters Score -51302.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -51316.738281 Penalty: 477.693359 Iteration 6Q: 3 clusters Score -51316.74 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -51330.867188 Penalty: 477.693359 Iteration 7Q: 3 clusters Score -51330.87 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -51350.875000 Penalty: 477.693359 Iteration 8Q: 3 clusters Score -51350.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -51385.484375 Penalty: 477.693359 Iteration 9Q: 3 clusters Score -51385.48 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -51433.750000 Penalty: 477.693359 Iteration 10Q: 3 clusters Score -51433.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -51463.507812 Penalty: 477.693359 Iteration 11Q: 3 clusters Score -51463.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -51491.843750 Penalty: 477.693359 Iteration 12Q: 3 clusters Score -51491.84 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -51515.085938 Penalty: 477.693359 Iteration 13Q: 3 clusters Score -51515.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -51526.511719 Penalty: 477.693359 Iteration 14Q: 3 clusters Score -51526.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -51529.050781 Penalty: 477.693359 Iteration 15Q: 3 clusters Score -51529.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -51529.648438 Penalty: 477.693359 Iteration 16Q: 3 clusters Score -51529.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -51530.140625 Penalty: 477.693359 Iteration 17Q: 3 clusters Score -51530.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -51530.257812 Penalty: 477.693359 Iteration 18Q: 3 clusters Score -51530.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -51530.257812 Penalty: 477.693359 Iteration 19F: 3 clusters Score -51530.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 53 (9898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Entering Unmasked Estep Score: -461231.031250 Penalty: 303.602875 Iteration 0F: 2 clusters Score -461231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -454723.281250 Penalty: 607.205750 Iteration 0F: 3 clusters Score -454723.3 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -457955.093750 Penalty: 607.205750 Iteration 1F: 3 clusters Score -457955.1 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -458464.906250 Penalty: 607.205750 Iteration 2F: 3 clusters Score -458464.9 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -458971.937500 Penalty: 607.205750 Iteration 3F: 3 clusters Score -458971.9 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -459376.375000 Penalty: 607.205750 Iteration 4F: 3 clusters Score -459376.4 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -459578.218750 Penalty: 607.205750 Iteration 5Q: 3 clusters Score -459578.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -459674.343750 Penalty: 607.205750 Iteration 6Q: 3 clusters Score -459674.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -459729.750000 Penalty: 607.205750 Iteration 7Q: 3 clusters Score -459729.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -459776.187500 Penalty: 607.205750 Iteration 8Q: 3 clusters Score -459776.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -459813.906250 Penalty: 607.205750 Iteration 9Q: 3 clusters Score -459813.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -459847.156250 Penalty: 607.205750 Iteration 10Q: 3 clusters Score -459847.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -459878.031250 Penalty: 607.205750 Iteration 11Q: 3 clusters Score -459878 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -459920.625000 Penalty: 607.205750 Iteration 12Q: 3 clusters Score -459920.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -459972.968750 Penalty: 607.205750 Iteration 13Q: 3 clusters Score -459973 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -460019.375000 Penalty: 607.205750 Iteration 14Q: 3 clusters Score -460019.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -460081.031250 Penalty: 607.205750 Iteration 15Q: 3 clusters Score -460081 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -460157.187500 Penalty: 607.205750 Iteration 16Q: 3 clusters Score -460157.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -460257.468750 Penalty: 607.205750 Iteration 17Q: 3 clusters Score -460257.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -460367.000000 Penalty: 607.205750 Iteration 18Q: 3 clusters Score -460367 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -460460.343750 Penalty: 607.205750 Iteration 19Q: 3 clusters Score -460460.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -460509.062500 Penalty: 607.205750 Iteration 20F: 3 clusters Score -460509.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -460526.781250 Penalty: 607.205750 Iteration 21Q: 3 clusters Score -460526.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -460534.187500 Penalty: 607.205750 Iteration 22Q: 3 clusters Score -460534.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -460545.875000 Penalty: 607.205750 Iteration 23Q: 3 clusters Score -460545.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -460554.937500 Penalty: 607.205750 Iteration 24Q: 3 clusters Score -460554.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -460562.656250 Penalty: 607.205750 Iteration 25Q: 3 clusters Score -460562.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -460568.375000 Penalty: 607.205750 Iteration 26Q: 3 clusters Score -460568.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -460571.937500 Penalty: 607.205750 Iteration 27Q: 3 clusters Score -460571.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -460574.468750 Penalty: 607.205750 Iteration 28Q: 3 clusters Score -460574.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -460574.406250 Penalty: 607.205750 Iteration 29Q: 3 clusters Score -460574.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -460579.125000 Penalty: 607.205750 Iteration 30Q: 3 clusters Score -460579.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -460581.468750 Penalty: 607.205750 Iteration 31Q: 3 clusters Score -460581.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -460582.187500 Penalty: 607.205750 Iteration 32Q: 3 clusters Score -460582.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -460585.125000 Penalty: 607.205750 Iteration 33Q: 3 clusters Score -460585.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -460586.062500 Penalty: 607.205750 Iteration 34Q: 3 clusters Score -460586.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -460588.312500 Penalty: 607.205750 Iteration 35Q: 3 clusters Score -460588.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -460588.437500 Penalty: 607.205750 Iteration 36Q: 3 clusters Score -460588.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -460588.406250 Penalty: 607.205750 Iteration 37Q: 3 clusters Score -460588.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -460589.625000 Penalty: 607.205750 Iteration 38Q: 3 clusters Score -460589.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -460590.562500 Penalty: 607.205750 Iteration 39Q: 3 clusters Score -460590.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -460591.812500 Penalty: 607.205750 Iteration 40F: 3 clusters Score -460591.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -460593.062500 Penalty: 607.205750 Iteration 41Q: 3 clusters Score -460593.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -460594.875000 Penalty: 607.205750 Iteration 42Q: 3 clusters Score -460594.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -460595.625000 Penalty: 607.205750 Iteration 43Q: 3 clusters Score -460595.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -460597.593750 Penalty: 607.205750 Iteration 44Q: 3 clusters Score -460597.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -460599.562500 Penalty: 607.205750 Iteration 45Q: 3 clusters Score -460599.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -460601.812500 Penalty: 607.205750 Iteration 46Q: 3 clusters Score -460601.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -460604.812500 Penalty: 607.205750 Iteration 47Q: 3 clusters Score -460604.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -460610.343750 Penalty: 607.205750 Iteration 48Q: 3 clusters Score -460610.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -460611.187500 Penalty: 607.205750 Iteration 49Q: 3 clusters Score -460611.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -460613.843750 Penalty: 607.205750 Iteration 50Q: 3 clusters Score -460613.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -460616.812500 Penalty: 607.205750 Iteration 51Q: 3 clusters Score -460616.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -460621.593750 Penalty: 607.205750 Iteration 52Q: 3 clusters Score -460621.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -460625.218750 Penalty: 607.205750 Iteration 53Q: 3 clusters Score -460625.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -460629.125000 Penalty: 607.205750 Iteration 54Q: 3 clusters Score -460629.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -460632.031250 Penalty: 607.205750 Iteration 55Q: 3 clusters Score -460632 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -460635.875000 Penalty: 607.205750 Iteration 56Q: 3 clusters Score -460635.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -460639.812500 Penalty: 607.205750 Iteration 57Q: 3 clusters Score -460639.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -460645.593750 Penalty: 607.205750 Iteration 58Q: 3 clusters Score -460645.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -460654.156250 Penalty: 607.205750 Iteration 59Q: 3 clusters Score -460654.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -460662.687500 Penalty: 607.205750 Iteration 60F: 3 clusters Score -460662.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -460677.875000 Penalty: 607.205750 Iteration 61Q: 3 clusters Score -460677.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -460702.062500 Penalty: 607.205750 Iteration 62Q: 3 clusters Score -460702.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -460736.687500 Penalty: 607.205750 Iteration 63Q: 3 clusters Score -460736.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -460786.343750 Penalty: 607.205750 Iteration 64Q: 3 clusters Score -460786.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -460836.437500 Penalty: 607.205750 Iteration 65Q: 3 clusters Score -460836.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -460894.968750 Penalty: 607.205750 Iteration 66Q: 3 clusters Score -460895 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -460971.031250 Penalty: 607.205750 Iteration 67Q: 3 clusters Score -460971 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -461088.406250 Penalty: 607.205750 Iteration 68Q: 3 clusters Score -461088.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -461254.843750 Penalty: 607.205750 Iteration 69Q: 3 clusters Score -461254.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -461473.187500 Penalty: 607.205750 Iteration 70Q: 3 clusters Score -461473.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -461610.343750 Penalty: 607.205750 Iteration 71Q: 3 clusters Score -461610.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -461681.437500 Penalty: 607.205750 Iteration 72Q: 3 clusters Score -461681.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -461702.718750 Penalty: 607.205750 Iteration 73Q: 3 clusters Score -461702.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -461731.968750 Penalty: 607.205750 Iteration 74Q: 3 clusters Score -461732 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -461739.750000 Penalty: 607.205750 Iteration 75Q: 3 clusters Score -461739.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -461752.406250 Penalty: 607.205750 Iteration 76Q: 3 clusters Score -461752.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -461760.468750 Penalty: 607.205750 Iteration 77Q: 3 clusters Score -461760.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -461763.125000 Penalty: 607.205750 Iteration 78Q: 3 clusters Score -461763.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -461765.812500 Penalty: 607.205750 Iteration 79Q: 3 clusters Score -461765.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -461907.468750 Penalty: 607.205750 Iteration 80F: 3 clusters Score -461907.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -461965.375000 Penalty: 607.205750 Iteration 81Q: 3 clusters Score -461965.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -461969.718750 Penalty: 607.205750 Iteration 82Q: 3 clusters Score -461969.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -461969.187500 Penalty: 607.205750 Iteration 83Q: 3 clusters Score -461969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -461969.187500 Penalty: 607.205750 Iteration 84F: 3 clusters Score -461969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 1500 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Mstep: Class 95 contains 5843 members Entering Unmasked Estep Score: -18665226.000000 Penalty: 40745.816406 Splitting cluster 53 changes total score from -18659306.000000 to -18665226.000000 So it's getting split into cluster 95. Entering ConstructFrom: Trying to split cluster 54 (3575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Entering Unmasked Estep Score: -167963.015625 Penalty: 269.996796 Iteration 0F: 2 clusters Score -167963 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -165576.656250 Penalty: 539.993591 Iteration 0F: 3 clusters Score -165576.7 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -166532.437500 Penalty: 539.993591 Iteration 1F: 3 clusters Score -166532.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -166695.234375 Penalty: 539.993591 Iteration 2F: 3 clusters Score -166695.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -166889.453125 Penalty: 539.993591 Iteration 3F: 3 clusters Score -166889.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -167049.421875 Penalty: 539.993591 Iteration 4F: 3 clusters Score -167049.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -167197.968750 Penalty: 539.993591 Iteration 5F: 3 clusters Score -167198 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -167334.437500 Penalty: 539.993591 Iteration 6Q: 3 clusters Score -167334.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -167433.546875 Penalty: 539.993591 Iteration 7Q: 3 clusters Score -167433.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -167493.500000 Penalty: 539.993591 Iteration 8Q: 3 clusters Score -167493.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -167525.046875 Penalty: 539.993591 Iteration 9Q: 3 clusters Score -167525 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -167545.921875 Penalty: 539.993591 Iteration 10Q: 3 clusters Score -167545.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -167558.140625 Penalty: 539.993591 Iteration 11Q: 3 clusters Score -167558.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -167566.390625 Penalty: 539.993591 Iteration 12Q: 3 clusters Score -167566.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -167571.390625 Penalty: 539.993591 Iteration 13Q: 3 clusters Score -167571.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -167574.890625 Penalty: 539.993591 Iteration 14Q: 3 clusters Score -167574.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -167578.000000 Penalty: 539.993591 Iteration 15Q: 3 clusters Score -167578 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -167581.109375 Penalty: 539.993591 Iteration 16Q: 3 clusters Score -167581.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -167585.109375 Penalty: 539.993591 Iteration 17Q: 3 clusters Score -167585.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -167587.406250 Penalty: 539.993591 Iteration 18Q: 3 clusters Score -167587.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -167589.281250 Penalty: 539.993591 Iteration 19Q: 3 clusters Score -167589.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -167590.750000 Penalty: 539.993591 Iteration 20F: 3 clusters Score -167590.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -167591.953125 Penalty: 539.993591 Iteration 21Q: 3 clusters Score -167592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -167594.234375 Penalty: 539.993591 Iteration 22Q: 3 clusters Score -167594.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -167596.250000 Penalty: 539.993591 Iteration 23Q: 3 clusters Score -167596.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -167598.953125 Penalty: 539.993591 Iteration 24Q: 3 clusters Score -167599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -167600.703125 Penalty: 539.993591 Iteration 25Q: 3 clusters Score -167600.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -167601.578125 Penalty: 539.993591 Iteration 26Q: 3 clusters Score -167601.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -167602.156250 Penalty: 539.993591 Iteration 27Q: 3 clusters Score -167602.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -167602.265625 Penalty: 539.993591 Iteration 28Q: 3 clusters Score -167602.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -167602.656250 Penalty: 539.993591 Iteration 29Q: 3 clusters Score -167602.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -167603.359375 Penalty: 539.993591 Iteration 30Q: 3 clusters Score -167603.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -167603.437500 Penalty: 539.993591 Iteration 31Q: 3 clusters Score -167603.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -167603.625000 Penalty: 539.993591 Iteration 32Q: 3 clusters Score -167603.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -167603.625000 Penalty: 539.993591 Iteration 33F: 3 clusters Score -167603.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 55 (946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Entering Unmasked Estep Score: -35111.886719 Penalty: 226.124008 Iteration 0F: 2 clusters Score -35111.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -34437.406250 Penalty: 452.248016 Iteration 0F: 3 clusters Score -34437.41 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34683.105469 Penalty: 452.248016 Iteration 1F: 3 clusters Score -34683.11 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -34759.234375 Penalty: 452.248016 Iteration 2F: 3 clusters Score -34759.23 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -34802.253906 Penalty: 452.248016 Iteration 3F: 3 clusters Score -34802.25 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -34825.125000 Penalty: 452.248016 Iteration 4F: 3 clusters Score -34825.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -34832.312500 Penalty: 452.248016 Iteration 5Q: 3 clusters Score -34832.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -34835.906250 Penalty: 452.248016 Iteration 6Q: 3 clusters Score -34835.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -34837.914062 Penalty: 452.248016 Iteration 7Q: 3 clusters Score -34837.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -34843.515625 Penalty: 452.248016 Iteration 8Q: 3 clusters Score -34843.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -34847.539062 Penalty: 452.248016 Iteration 9Q: 3 clusters Score -34847.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -34852.820312 Penalty: 452.248016 Iteration 10Q: 3 clusters Score -34852.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -34854.371094 Penalty: 452.248016 Iteration 11Q: 3 clusters Score -34854.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34855.757812 Penalty: 452.248016 Iteration 12Q: 3 clusters Score -34855.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -34857.828125 Penalty: 452.248016 Iteration 13Q: 3 clusters Score -34857.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -34861.273438 Penalty: 452.248016 Iteration 14Q: 3 clusters Score -34861.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -34863.890625 Penalty: 452.248016 Iteration 15Q: 3 clusters Score -34863.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34865.078125 Penalty: 452.248016 Iteration 16Q: 3 clusters Score -34865.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34869.199219 Penalty: 452.248016 Iteration 17Q: 3 clusters Score -34869.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -34874.441406 Penalty: 452.248016 Iteration 18Q: 3 clusters Score -34874.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -34880.632812 Penalty: 452.248016 Iteration 19Q: 3 clusters Score -34880.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -34893.207031 Penalty: 452.248016 Iteration 20F: 3 clusters Score -34893.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -34906.996094 Penalty: 452.248016 Iteration 21Q: 3 clusters Score -34907 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -34917.386719 Penalty: 452.248016 Iteration 22Q: 3 clusters Score -34917.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -34923.125000 Penalty: 452.248016 Iteration 23Q: 3 clusters Score -34923.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -34928.398438 Penalty: 452.248016 Iteration 24Q: 3 clusters Score -34928.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -34929.109375 Penalty: 452.248016 Iteration 25Q: 3 clusters Score -34929.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -34929.589844 Penalty: 452.248016 Iteration 26Q: 3 clusters Score -34929.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -34929.617188 Penalty: 452.248016 Iteration 27Q: 3 clusters Score -34929.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -34929.617188 Penalty: 452.248016 Iteration 28F: 3 clusters Score -34929.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 56 (1500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Entering Unmasked Estep Score: -67506.460938 Penalty: 241.336273 Iteration 0F: 2 clusters Score -67506.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -66420.851562 Penalty: 482.672546 Iteration 0F: 3 clusters Score -66420.85 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -66852.945312 Penalty: 482.672546 Iteration 1F: 3 clusters Score -66852.95 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -66943.835938 Penalty: 482.672546 Iteration 2F: 3 clusters Score -66943.84 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -66993.171875 Penalty: 482.672546 Iteration 3F: 3 clusters Score -66993.17 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -67044.578125 Penalty: 482.672546 Iteration 4Q: 3 clusters Score -67044.58 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -67069.789062 Penalty: 482.672546 Iteration 5Q: 3 clusters Score -67069.79 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -67092.406250 Penalty: 482.672546 Iteration 6Q: 3 clusters Score -67092.41 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -67110.382812 Penalty: 482.672546 Iteration 7Q: 3 clusters Score -67110.38 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -67122.632812 Penalty: 482.672546 Iteration 8Q: 3 clusters Score -67122.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -67132.375000 Penalty: 482.672546 Iteration 9Q: 3 clusters Score -67132.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -67137.882812 Penalty: 482.672546 Iteration 10Q: 3 clusters Score -67137.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -67143.125000 Penalty: 482.672546 Iteration 11Q: 3 clusters Score -67143.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -67147.093750 Penalty: 482.672546 Iteration 12Q: 3 clusters Score -67147.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -67148.773438 Penalty: 482.672546 Iteration 13Q: 3 clusters Score -67148.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -67152.210938 Penalty: 482.672546 Iteration 14Q: 3 clusters Score -67152.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -67157.078125 Penalty: 482.672546 Iteration 15Q: 3 clusters Score -67157.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -67163.492188 Penalty: 482.672546 Iteration 16Q: 3 clusters Score -67163.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -67170.539062 Penalty: 482.672546 Iteration 17Q: 3 clusters Score -67170.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -67177.078125 Penalty: 482.672546 Iteration 18Q: 3 clusters Score -67177.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -67186.046875 Penalty: 482.672546 Iteration 19Q: 3 clusters Score -67186.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -67191.265625 Penalty: 482.672546 Iteration 20F: 3 clusters Score -67191.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -67194.796875 Penalty: 482.672546 Iteration 21Q: 3 clusters Score -67194.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -67198.492188 Penalty: 482.672546 Iteration 22Q: 3 clusters Score -67198.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -67203.953125 Penalty: 482.672546 Iteration 23Q: 3 clusters Score -67203.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -67212.468750 Penalty: 482.672546 Iteration 24Q: 3 clusters Score -67212.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -67222.960938 Penalty: 482.672546 Iteration 25Q: 3 clusters Score -67222.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -67231.515625 Penalty: 482.672546 Iteration 26Q: 3 clusters Score -67231.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -67246.351562 Penalty: 482.672546 Iteration 27Q: 3 clusters Score -67246.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -67296.085938 Penalty: 482.672546 Iteration 28Q: 3 clusters Score -67296.09 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -67384.414062 Penalty: 482.672546 Iteration 29Q: 3 clusters Score -67384.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -67417.304688 Penalty: 482.672546 Iteration 30Q: 3 clusters Score -67417.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -67448.867188 Penalty: 482.672546 Iteration 31Q: 3 clusters Score -67448.87 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -67487.312500 Penalty: 482.672546 Iteration 32Q: 3 clusters Score -67487.31 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -67558.601562 Penalty: 482.672546 Iteration 33Q: 3 clusters Score -67558.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -67812.796875 Penalty: 482.672546 Iteration 34Q: 3 clusters Score -67812.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -67916.023438 Penalty: 482.672546 Iteration 35Q: 3 clusters Score -67916.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -67928.906250 Penalty: 482.672546 Iteration 36Q: 3 clusters Score -67928.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -67940.398438 Penalty: 482.672546 Iteration 37Q: 3 clusters Score -67940.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -67945.562500 Penalty: 482.672546 Iteration 38Q: 3 clusters Score -67945.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -67947.453125 Penalty: 482.672546 Iteration 39Q: 3 clusters Score -67947.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -67992.460938 Penalty: 482.672546 Iteration 40F: 3 clusters Score -67992.46 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -68048.703125 Penalty: 482.672546 Iteration 41Q: 3 clusters Score -68048.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -68059.109375 Penalty: 482.672546 Iteration 42Q: 3 clusters Score -68059.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -68062.554688 Penalty: 482.672546 Iteration 43Q: 3 clusters Score -68062.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -68064.742188 Penalty: 482.672546 Iteration 44Q: 3 clusters Score -68064.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -68067.664062 Penalty: 482.672546 Iteration 45Q: 3 clusters Score -68067.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -68068.578125 Penalty: 482.672546 Iteration 46Q: 3 clusters Score -68068.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -68070.039062 Penalty: 482.672546 Iteration 47Q: 3 clusters Score -68070.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -68070.789062 Penalty: 482.672546 Iteration 48Q: 3 clusters Score -68070.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -68071.007812 Penalty: 482.672546 Iteration 49Q: 3 clusters Score -68071.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -68071.125000 Penalty: 482.672546 Iteration 50Q: 3 clusters Score -68071.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -68071.125000 Penalty: 482.672546 Iteration 51F: 3 clusters Score -68071.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 795 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 16627 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Mstep: Class 95 contains 5843 members Mstep: Class 96 contains 705 members Entering Unmasked Estep Score: -18665630.000000 Penalty: 41174.718750 Splitting cluster 56 changes total score from -18659306.000000 to -18665630.000000 So it's getting split into cluster 96. Entering ConstructFrom: Trying to split cluster 57 (2270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Entering Unmasked Estep Score: -107673.375000 Penalty: 255.008667 Iteration 0F: 2 clusters Score -107673.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -106073.070312 Penalty: 510.017334 Iteration 0F: 3 clusters Score -106073.1 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -106635.320312 Penalty: 510.017334 Iteration 1F: 3 clusters Score -106635.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -106710.773438 Penalty: 510.017334 Iteration 2F: 3 clusters Score -106710.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -106800.664062 Penalty: 510.017334 Iteration 3F: 3 clusters Score -106800.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -106895.960938 Penalty: 510.017334 Iteration 4F: 3 clusters Score -106896 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -106994.421875 Penalty: 510.017334 Iteration 5F: 3 clusters Score -106994.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -107125.085938 Penalty: 510.017334 Iteration 6F: 3 clusters Score -107125.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -107237.070312 Penalty: 510.017334 Iteration 7F: 3 clusters Score -107237.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -107325.664062 Penalty: 510.017334 Iteration 8Q: 3 clusters Score -107325.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -107374.140625 Penalty: 510.017334 Iteration 9Q: 3 clusters Score -107374.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -107415.742188 Penalty: 510.017334 Iteration 10Q: 3 clusters Score -107415.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -107459.625000 Penalty: 510.017334 Iteration 11Q: 3 clusters Score -107459.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -107489.601562 Penalty: 510.017334 Iteration 12Q: 3 clusters Score -107489.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -107504.585938 Penalty: 510.017334 Iteration 13Q: 3 clusters Score -107504.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -107512.695312 Penalty: 510.017334 Iteration 14Q: 3 clusters Score -107512.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -107519.515625 Penalty: 510.017334 Iteration 15Q: 3 clusters Score -107519.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -107532.187500 Penalty: 510.017334 Iteration 16Q: 3 clusters Score -107532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -107540.718750 Penalty: 510.017334 Iteration 17Q: 3 clusters Score -107540.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -107554.078125 Penalty: 510.017334 Iteration 18Q: 3 clusters Score -107554.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -107559.296875 Penalty: 510.017334 Iteration 19Q: 3 clusters Score -107559.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -107561.742188 Penalty: 510.017334 Iteration 20F: 3 clusters Score -107561.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -107562.414062 Penalty: 510.017334 Iteration 21Q: 3 clusters Score -107562.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -107562.414062 Penalty: 510.017334 Iteration 22F: 3 clusters Score -107562.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 58 (921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Entering Unmasked Estep Score: -41016.066406 Penalty: 225.240173 Iteration 0F: 2 clusters Score -41016.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -40314.906250 Penalty: 450.480347 Iteration 0F: 3 clusters Score -40314.91 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -40595.460938 Penalty: 450.480347 Iteration 1F: 3 clusters Score -40595.46 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -40627.808594 Penalty: 450.480347 Iteration 2F: 3 clusters Score -40627.81 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40660.292969 Penalty: 450.480347 Iteration 3Q: 3 clusters Score -40660.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -40692.062500 Penalty: 450.480347 Iteration 4Q: 3 clusters Score -40692.06 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -40711.824219 Penalty: 450.480347 Iteration 5Q: 3 clusters Score -40711.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -40730.812500 Penalty: 450.480347 Iteration 6Q: 3 clusters Score -40730.81 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -40752.562500 Penalty: 450.480347 Iteration 7Q: 3 clusters Score -40752.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -40769.554688 Penalty: 450.480347 Iteration 8Q: 3 clusters Score -40769.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -40781.917969 Penalty: 450.480347 Iteration 9Q: 3 clusters Score -40781.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -40793.703125 Penalty: 450.480347 Iteration 10Q: 3 clusters Score -40793.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40804.578125 Penalty: 450.480347 Iteration 11Q: 3 clusters Score -40804.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -40815.171875 Penalty: 450.480347 Iteration 12Q: 3 clusters Score -40815.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -40819.753906 Penalty: 450.480347 Iteration 13Q: 3 clusters Score -40819.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -40822.796875 Penalty: 450.480347 Iteration 14Q: 3 clusters Score -40822.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -40826.527344 Penalty: 450.480347 Iteration 15Q: 3 clusters Score -40826.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -40830.199219 Penalty: 450.480347 Iteration 16Q: 3 clusters Score -40830.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -40836.050781 Penalty: 450.480347 Iteration 17Q: 3 clusters Score -40836.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -40843.691406 Penalty: 450.480347 Iteration 18Q: 3 clusters Score -40843.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -40850.972656 Penalty: 450.480347 Iteration 19Q: 3 clusters Score -40850.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -40856.195312 Penalty: 450.480347 Iteration 20F: 3 clusters Score -40856.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -40866.027344 Penalty: 450.480347 Iteration 21Q: 3 clusters Score -40866.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -40879.457031 Penalty: 450.480347 Iteration 22Q: 3 clusters Score -40879.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -40894.812500 Penalty: 450.480347 Iteration 23Q: 3 clusters Score -40894.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -40901.625000 Penalty: 450.480347 Iteration 24Q: 3 clusters Score -40901.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -40902.511719 Penalty: 450.480347 Iteration 25Q: 3 clusters Score -40902.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -40902.785156 Penalty: 450.480347 Iteration 26Q: 3 clusters Score -40902.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -40902.957031 Penalty: 450.480347 Iteration 27Q: 3 clusters Score -40902.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -40903.207031 Penalty: 450.480347 Iteration 28Q: 3 clusters Score -40903.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -40903.207031 Penalty: 450.480347 Iteration 29F: 3 clusters Score -40903.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 59 (26374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26374 members Entering Unmasked Estep Score: -1206689.625000 Penalty: 335.944427 Iteration 0F: 2 clusters Score -1206690 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 13106 members Entering Unmasked Estep Score: -1189046.000000 Penalty: 671.888855 Iteration 0F: 3 clusters Score -1189046 nChanged 12653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14853 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -1196873.875000 Penalty: 671.888855 Iteration 1F: 3 clusters Score -1196874 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -1197632.125000 Penalty: 671.888855 Iteration 2F: 3 clusters Score -1197632 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16909 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -1198595.875000 Penalty: 671.888855 Iteration 3F: 3 clusters Score -1198596 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18363 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1199886.250000 Penalty: 671.888855 Iteration 4F: 3 clusters Score -1199886 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19938 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -1201314.500000 Penalty: 671.888855 Iteration 5F: 3 clusters Score -1201314 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21393 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1202582.750000 Penalty: 671.888855 Iteration 6F: 3 clusters Score -1202583 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22599 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1203619.750000 Penalty: 671.888855 Iteration 7Q: 3 clusters Score -1203620 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23587 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -1204430.500000 Penalty: 671.888855 Iteration 8Q: 3 clusters Score -1204430 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24343 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1205021.625000 Penalty: 671.888855 Iteration 9Q: 3 clusters Score -1205022 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24949 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1205459.375000 Penalty: 671.888855 Iteration 10Q: 3 clusters Score -1205459 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25424 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1205807.625000 Penalty: 671.888855 Iteration 11Q: 3 clusters Score -1205808 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1206037.125000 Penalty: 671.888855 Iteration 12Q: 3 clusters Score -1206037 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25947 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1206179.000000 Penalty: 671.888855 Iteration 13Q: 3 clusters Score -1206179 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26077 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1206267.000000 Penalty: 671.888855 Iteration 14Q: 3 clusters Score -1206267 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26164 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1206334.375000 Penalty: 671.888855 Iteration 15Q: 3 clusters Score -1206334 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26214 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1206372.750000 Penalty: 671.888855 Iteration 16Q: 3 clusters Score -1206373 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26234 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -1206387.750000 Penalty: 671.888855 Iteration 17Q: 3 clusters Score -1206388 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26246 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1206395.000000 Penalty: 671.888855 Iteration 18Q: 3 clusters Score -1206395 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26251 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1206398.250000 Penalty: 671.888855 Iteration 19Q: 3 clusters Score -1206398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26254 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -1206400.250000 Penalty: 671.888855 Iteration 20F: 3 clusters Score -1206400 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26255 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1206400.250000 Penalty: 671.888855 Iteration 21Q: 3 clusters Score -1206400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26258 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1206401.250000 Penalty: 671.888855 Iteration 22Q: 3 clusters Score -1206401 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26260 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1206403.625000 Penalty: 671.888855 Iteration 23Q: 3 clusters Score -1206404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26261 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -1206404.500000 Penalty: 671.888855 Iteration 24Q: 3 clusters Score -1206404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26261 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -1206404.500000 Penalty: 671.888855 Iteration 25F: 3 clusters Score -1206404 nChanged 0 Entering ConstructFrom: Trying to split cluster 60 (7705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Entering Unmasked Estep Score: -388044.718750 Penalty: 295.337616 Iteration 0F: 2 clusters Score -388044.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -382948.218750 Penalty: 590.675232 Iteration 0F: 3 clusters Score -382948.2 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -385076.750000 Penalty: 590.675232 Iteration 1F: 3 clusters Score -385076.8 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -385362.343750 Penalty: 590.675232 Iteration 2F: 3 clusters Score -385362.3 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -385640.125000 Penalty: 590.675232 Iteration 3F: 3 clusters Score -385640.1 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -385930.375000 Penalty: 590.675232 Iteration 4F: 3 clusters Score -385930.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -386207.937500 Penalty: 590.675232 Iteration 5F: 3 clusters Score -386207.9 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -386421.343750 Penalty: 590.675232 Iteration 6F: 3 clusters Score -386421.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -386562.250000 Penalty: 590.675232 Iteration 7Q: 3 clusters Score -386562.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -386692.625000 Penalty: 590.675232 Iteration 8Q: 3 clusters Score -386692.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -386766.187500 Penalty: 590.675232 Iteration 9Q: 3 clusters Score -386766.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -386820.843750 Penalty: 590.675232 Iteration 10Q: 3 clusters Score -386820.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -386869.968750 Penalty: 590.675232 Iteration 11Q: 3 clusters Score -386870 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -386924.656250 Penalty: 590.675232 Iteration 12Q: 3 clusters Score -386924.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -386977.968750 Penalty: 590.675232 Iteration 13Q: 3 clusters Score -386978 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -387025.812500 Penalty: 590.675232 Iteration 14Q: 3 clusters Score -387025.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -387065.531250 Penalty: 590.675232 Iteration 15Q: 3 clusters Score -387065.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -387101.718750 Penalty: 590.675232 Iteration 16Q: 3 clusters Score -387101.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -387136.531250 Penalty: 590.675232 Iteration 17Q: 3 clusters Score -387136.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -387165.937500 Penalty: 590.675232 Iteration 18Q: 3 clusters Score -387165.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -387195.187500 Penalty: 590.675232 Iteration 19Q: 3 clusters Score -387195.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -387215.468750 Penalty: 590.675232 Iteration 20F: 3 clusters Score -387215.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -387233.750000 Penalty: 590.675232 Iteration 21Q: 3 clusters Score -387233.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -387255.750000 Penalty: 590.675232 Iteration 22Q: 3 clusters Score -387255.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -387274.343750 Penalty: 590.675232 Iteration 23Q: 3 clusters Score -387274.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -387292.343750 Penalty: 590.675232 Iteration 24Q: 3 clusters Score -387292.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -387309.781250 Penalty: 590.675232 Iteration 25Q: 3 clusters Score -387309.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -387321.500000 Penalty: 590.675232 Iteration 26Q: 3 clusters Score -387321.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -387336.968750 Penalty: 590.675232 Iteration 27Q: 3 clusters Score -387337 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -387353.875000 Penalty: 590.675232 Iteration 28Q: 3 clusters Score -387353.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -387375.500000 Penalty: 590.675232 Iteration 29Q: 3 clusters Score -387375.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -387392.812500 Penalty: 590.675232 Iteration 30Q: 3 clusters Score -387392.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -387405.656250 Penalty: 590.675232 Iteration 31Q: 3 clusters Score -387405.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -387415.031250 Penalty: 590.675232 Iteration 32Q: 3 clusters Score -387415 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -387425.343750 Penalty: 590.675232 Iteration 33Q: 3 clusters Score -387425.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -387433.000000 Penalty: 590.675232 Iteration 34Q: 3 clusters Score -387433 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -387441.812500 Penalty: 590.675232 Iteration 35Q: 3 clusters Score -387441.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -387449.562500 Penalty: 590.675232 Iteration 36Q: 3 clusters Score -387449.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -387459.593750 Penalty: 590.675232 Iteration 37Q: 3 clusters Score -387459.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -387471.156250 Penalty: 590.675232 Iteration 38Q: 3 clusters Score -387471.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -387489.593750 Penalty: 590.675232 Iteration 39Q: 3 clusters Score -387489.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -387518.406250 Penalty: 590.675232 Iteration 40F: 3 clusters Score -387518.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -387538.781250 Penalty: 590.675232 Iteration 41Q: 3 clusters Score -387538.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -387557.625000 Penalty: 590.675232 Iteration 42Q: 3 clusters Score -387557.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -387572.125000 Penalty: 590.675232 Iteration 43Q: 3 clusters Score -387572.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -387589.250000 Penalty: 590.675232 Iteration 44Q: 3 clusters Score -387589.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -387603.687500 Penalty: 590.675232 Iteration 45Q: 3 clusters Score -387603.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -387615.875000 Penalty: 590.675232 Iteration 46Q: 3 clusters Score -387615.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -387625.906250 Penalty: 590.675232 Iteration 47Q: 3 clusters Score -387625.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -387636.781250 Penalty: 590.675232 Iteration 48Q: 3 clusters Score -387636.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -387644.593750 Penalty: 590.675232 Iteration 49Q: 3 clusters Score -387644.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -387652.593750 Penalty: 590.675232 Iteration 50Q: 3 clusters Score -387652.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -387662.625000 Penalty: 590.675232 Iteration 51Q: 3 clusters Score -387662.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -387670.375000 Penalty: 590.675232 Iteration 52Q: 3 clusters Score -387670.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -387678.156250 Penalty: 590.675232 Iteration 53Q: 3 clusters Score -387678.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -387686.031250 Penalty: 590.675232 Iteration 54Q: 3 clusters Score -387686 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -387689.687500 Penalty: 590.675232 Iteration 55Q: 3 clusters Score -387689.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -387694.375000 Penalty: 590.675232 Iteration 56Q: 3 clusters Score -387694.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -387699.750000 Penalty: 590.675232 Iteration 57Q: 3 clusters Score -387699.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -387707.906250 Penalty: 590.675232 Iteration 58Q: 3 clusters Score -387707.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -387714.718750 Penalty: 590.675232 Iteration 59Q: 3 clusters Score -387714.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -387723.437500 Penalty: 590.675232 Iteration 60F: 3 clusters Score -387723.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -387728.937500 Penalty: 590.675232 Iteration 61Q: 3 clusters Score -387728.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -387734.843750 Penalty: 590.675232 Iteration 62Q: 3 clusters Score -387734.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -387739.781250 Penalty: 590.675232 Iteration 63Q: 3 clusters Score -387739.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -387744.437500 Penalty: 590.675232 Iteration 64Q: 3 clusters Score -387744.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -387747.875000 Penalty: 590.675232 Iteration 65Q: 3 clusters Score -387747.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -387750.343750 Penalty: 590.675232 Iteration 66Q: 3 clusters Score -387750.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -387755.062500 Penalty: 590.675232 Iteration 67Q: 3 clusters Score -387755.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -387757.500000 Penalty: 590.675232 Iteration 68Q: 3 clusters Score -387757.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -387759.906250 Penalty: 590.675232 Iteration 69Q: 3 clusters Score -387759.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -387761.656250 Penalty: 590.675232 Iteration 70Q: 3 clusters Score -387761.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -387761.312500 Penalty: 590.675232 Iteration 71Q: 3 clusters Score -387761.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -387762.968750 Penalty: 590.675232 Iteration 72Q: 3 clusters Score -387763 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -387765.125000 Penalty: 590.675232 Iteration 73Q: 3 clusters Score -387765.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -387766.562500 Penalty: 590.675232 Iteration 74Q: 3 clusters Score -387766.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -387767.718750 Penalty: 590.675232 Iteration 75Q: 3 clusters Score -387767.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -387768.343750 Penalty: 590.675232 Iteration 76Q: 3 clusters Score -387768.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -387770.343750 Penalty: 590.675232 Iteration 77Q: 3 clusters Score -387770.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -387774.312500 Penalty: 590.675232 Iteration 78Q: 3 clusters Score -387774.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -387776.843750 Penalty: 590.675232 Iteration 79Q: 3 clusters Score -387776.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -387778.656250 Penalty: 590.675232 Iteration 80F: 3 clusters Score -387778.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -387778.562500 Penalty: 590.675232 Iteration 81Q: 3 clusters Score -387778.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -387779.406250 Penalty: 590.675232 Iteration 82Q: 3 clusters Score -387779.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -387781.250000 Penalty: 590.675232 Iteration 83Q: 3 clusters Score -387781.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -387784.531250 Penalty: 590.675232 Iteration 84Q: 3 clusters Score -387784.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -387785.718750 Penalty: 590.675232 Iteration 85Q: 3 clusters Score -387785.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -387786.187500 Penalty: 590.675232 Iteration 86Q: 3 clusters Score -387786.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -387786.281250 Penalty: 590.675232 Iteration 87Q: 3 clusters Score -387786.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -387787.375000 Penalty: 590.675232 Iteration 88Q: 3 clusters Score -387787.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -387787.687500 Penalty: 590.675232 Iteration 89Q: 3 clusters Score -387787.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -387787.687500 Penalty: 590.675232 Iteration 90F: 3 clusters Score -387787.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 61 (3078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Entering Unmasked Estep Score: -125925.335938 Penalty: 265.057159 Iteration 0F: 2 clusters Score -125925.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -123812.671875 Penalty: 530.114319 Iteration 0F: 3 clusters Score -123812.7 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -124685.359375 Penalty: 530.114319 Iteration 1F: 3 clusters Score -124685.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -124909.054688 Penalty: 530.114319 Iteration 2F: 3 clusters Score -124909.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -125116.273438 Penalty: 530.114319 Iteration 3F: 3 clusters Score -125116.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -125285.156250 Penalty: 530.114319 Iteration 4F: 3 clusters Score -125285.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -125377.890625 Penalty: 530.114319 Iteration 5F: 3 clusters Score -125377.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -125433.546875 Penalty: 530.114319 Iteration 6Q: 3 clusters Score -125433.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -125470.914062 Penalty: 530.114319 Iteration 7Q: 3 clusters Score -125470.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -125497.554688 Penalty: 530.114319 Iteration 8Q: 3 clusters Score -125497.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -125513.554688 Penalty: 530.114319 Iteration 9Q: 3 clusters Score -125513.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -125524.570312 Penalty: 530.114319 Iteration 10Q: 3 clusters Score -125524.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -125534.562500 Penalty: 530.114319 Iteration 11Q: 3 clusters Score -125534.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -125545.554688 Penalty: 530.114319 Iteration 12Q: 3 clusters Score -125545.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -125569.023438 Penalty: 530.114319 Iteration 13Q: 3 clusters Score -125569 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -125585.250000 Penalty: 530.114319 Iteration 14Q: 3 clusters Score -125585.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -125602.710938 Penalty: 530.114319 Iteration 15Q: 3 clusters Score -125602.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -125622.421875 Penalty: 530.114319 Iteration 16Q: 3 clusters Score -125622.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -125643.500000 Penalty: 530.114319 Iteration 17Q: 3 clusters Score -125643.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -125660.031250 Penalty: 530.114319 Iteration 18Q: 3 clusters Score -125660 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -125675.703125 Penalty: 530.114319 Iteration 19Q: 3 clusters Score -125675.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -125691.367188 Penalty: 530.114319 Iteration 20F: 3 clusters Score -125691.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -125707.257812 Penalty: 530.114319 Iteration 21Q: 3 clusters Score -125707.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -125722.828125 Penalty: 530.114319 Iteration 22Q: 3 clusters Score -125722.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -125732.078125 Penalty: 530.114319 Iteration 23Q: 3 clusters Score -125732.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -125734.718750 Penalty: 530.114319 Iteration 24Q: 3 clusters Score -125734.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -125737.773438 Penalty: 530.114319 Iteration 25Q: 3 clusters Score -125737.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -125740.367188 Penalty: 530.114319 Iteration 26Q: 3 clusters Score -125740.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -125743.070312 Penalty: 530.114319 Iteration 27Q: 3 clusters Score -125743.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -125745.992188 Penalty: 530.114319 Iteration 28Q: 3 clusters Score -125746 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -125749.734375 Penalty: 530.114319 Iteration 29Q: 3 clusters Score -125749.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -125752.695312 Penalty: 530.114319 Iteration 30Q: 3 clusters Score -125752.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -125754.968750 Penalty: 530.114319 Iteration 31Q: 3 clusters Score -125755 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -125757.132812 Penalty: 530.114319 Iteration 32Q: 3 clusters Score -125757.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -125759.437500 Penalty: 530.114319 Iteration 33Q: 3 clusters Score -125759.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -125760.242188 Penalty: 530.114319 Iteration 34Q: 3 clusters Score -125760.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -125761.226562 Penalty: 530.114319 Iteration 35Q: 3 clusters Score -125761.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -125761.875000 Penalty: 530.114319 Iteration 36Q: 3 clusters Score -125761.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -125761.937500 Penalty: 530.114319 Iteration 37Q: 3 clusters Score -125761.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -125761.984375 Penalty: 530.114319 Iteration 38Q: 3 clusters Score -125762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -125761.960938 Penalty: 530.114319 Iteration 39Q: 3 clusters Score -125762 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -125762.031250 Penalty: 530.114319 Iteration 40F: 3 clusters Score -125762 nChanged 0 Entering ConstructFrom: Trying to split cluster 62 (2229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Entering Unmasked Estep Score: -107682.867188 Penalty: 254.407166 Iteration 0F: 2 clusters Score -107682.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -106142.593750 Penalty: 508.814331 Iteration 0F: 3 clusters Score -106142.6 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -106705.218750 Penalty: 508.814331 Iteration 1F: 3 clusters Score -106705.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -106876.750000 Penalty: 508.814331 Iteration 2F: 3 clusters Score -106876.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -107056.468750 Penalty: 508.814331 Iteration 3F: 3 clusters Score -107056.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -107195.304688 Penalty: 508.814331 Iteration 4F: 3 clusters Score -107195.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -107291.265625 Penalty: 508.814331 Iteration 5F: 3 clusters Score -107291.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -107348.953125 Penalty: 508.814331 Iteration 6Q: 3 clusters Score -107349 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -107373.671875 Penalty: 508.814331 Iteration 7Q: 3 clusters Score -107373.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -107389.437500 Penalty: 508.814331 Iteration 8Q: 3 clusters Score -107389.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -107394.898438 Penalty: 508.814331 Iteration 9Q: 3 clusters Score -107394.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -107398.234375 Penalty: 508.814331 Iteration 10Q: 3 clusters Score -107398.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -107399.210938 Penalty: 508.814331 Iteration 11Q: 3 clusters Score -107399.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -107399.796875 Penalty: 508.814331 Iteration 12Q: 3 clusters Score -107399.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -107399.976562 Penalty: 508.814331 Iteration 13Q: 3 clusters Score -107400 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -107400.187500 Penalty: 508.814331 Iteration 14Q: 3 clusters Score -107400.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -107400.343750 Penalty: 508.814331 Iteration 15Q: 3 clusters Score -107400.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -107400.343750 Penalty: 508.814331 Iteration 16F: 3 clusters Score -107400.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 63 (16627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16627 members Entering Unmasked Estep Score: -785928.437500 Penalty: 320.719849 Iteration 0F: 2 clusters Score -785928.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -774875.187500 Penalty: 641.439697 Iteration 0F: 3 clusters Score -774875.2 nChanged 7914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -780734.125000 Penalty: 641.439697 Iteration 1F: 3 clusters Score -780734.1 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -781729.562500 Penalty: 641.439697 Iteration 2F: 3 clusters Score -781729.6 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -782588.812500 Penalty: 641.439697 Iteration 3F: 3 clusters Score -782588.8 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -783192.125000 Penalty: 641.439697 Iteration 4F: 3 clusters Score -783192.1 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -783548.937500 Penalty: 641.439697 Iteration 5Q: 3 clusters Score -783548.9 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -783774.750000 Penalty: 641.439697 Iteration 6Q: 3 clusters Score -783774.8 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -783994.500000 Penalty: 641.439697 Iteration 7Q: 3 clusters Score -783994.5 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -784240.062500 Penalty: 641.439697 Iteration 8Q: 3 clusters Score -784240.1 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -784522.312500 Penalty: 641.439697 Iteration 9Q: 3 clusters Score -784522.3 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -784765.125000 Penalty: 641.439697 Iteration 10Q: 3 clusters Score -784765.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -785013.437500 Penalty: 641.439697 Iteration 11Q: 3 clusters Score -785013.4 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -785272.812500 Penalty: 641.439697 Iteration 12Q: 3 clusters Score -785272.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -785538.312500 Penalty: 641.439697 Iteration 13Q: 3 clusters Score -785538.3 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -785790.125000 Penalty: 641.439697 Iteration 14Q: 3 clusters Score -785790.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -785963.750000 Penalty: 641.439697 Iteration 15Q: 3 clusters Score -785963.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -786071.625000 Penalty: 641.439697 Iteration 16Q: 3 clusters Score -786071.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -786113.750000 Penalty: 641.439697 Iteration 17Q: 3 clusters Score -786113.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -786136.062500 Penalty: 641.439697 Iteration 18Q: 3 clusters Score -786136.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -786150.875000 Penalty: 641.439697 Iteration 19Q: 3 clusters Score -786150.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -786157.500000 Penalty: 641.439697 Iteration 20F: 3 clusters Score -786157.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -786162.312500 Penalty: 641.439697 Iteration 21Q: 3 clusters Score -786162.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -786166.000000 Penalty: 641.439697 Iteration 22Q: 3 clusters Score -786166 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -786164.937500 Penalty: 641.439697 Iteration 23Q: 3 clusters Score -786164.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -786167.937500 Penalty: 641.439697 Iteration 24Q: 3 clusters Score -786167.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -786170.437500 Penalty: 641.439697 Iteration 25Q: 3 clusters Score -786170.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -786172.000000 Penalty: 641.439697 Iteration 26Q: 3 clusters Score -786172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -786170.312500 Penalty: 641.439697 Iteration 27Q: 3 clusters Score -786170.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -786170.625000 Penalty: 641.439697 Iteration 28Q: 3 clusters Score -786170.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -786172.687500 Penalty: 641.439697 Iteration 29Q: 3 clusters Score -786172.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -786172.562500 Penalty: 641.439697 Iteration 30Q: 3 clusters Score -786172.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -786173.500000 Penalty: 641.439697 Iteration 31Q: 3 clusters Score -786173.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -786173.625000 Penalty: 641.439697 Iteration 32Q: 3 clusters Score -786173.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -786171.562500 Penalty: 641.439697 Iteration 33Q: 3 clusters Score -786171.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -786173.250000 Penalty: 641.439697 Iteration 34Q: 3 clusters Score -786173.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -786175.500000 Penalty: 641.439697 Iteration 35Q: 3 clusters Score -786175.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10489 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -786175.500000 Penalty: 641.439697 Iteration 36Q: 3 clusters Score -786175.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -786175.000000 Penalty: 641.439697 Iteration 37Q: 3 clusters Score -786175 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -786177.125000 Penalty: 641.439697 Iteration 38Q: 3 clusters Score -786177.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10527 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -786178.812500 Penalty: 641.439697 Iteration 39Q: 3 clusters Score -786178.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -786177.687500 Penalty: 641.439697 Iteration 40F: 3 clusters Score -786177.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -786176.187500 Penalty: 641.439697 Iteration 41Q: 3 clusters Score -786176.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -786175.125000 Penalty: 641.439697 Iteration 42Q: 3 clusters Score -786175.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -786173.625000 Penalty: 641.439697 Iteration 43Q: 3 clusters Score -786173.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -786175.875000 Penalty: 641.439697 Iteration 44Q: 3 clusters Score -786175.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -786177.437500 Penalty: 641.439697 Iteration 45Q: 3 clusters Score -786177.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -786176.687500 Penalty: 641.439697 Iteration 46Q: 3 clusters Score -786176.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -786177.812500 Penalty: 641.439697 Iteration 47Q: 3 clusters Score -786177.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -786175.812500 Penalty: 641.439697 Iteration 48Q: 3 clusters Score -786175.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -786176.750000 Penalty: 641.439697 Iteration 49Q: 3 clusters Score -786176.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -786177.437500 Penalty: 641.439697 Iteration 50Q: 3 clusters Score -786177.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -786178.187500 Penalty: 641.439697 Iteration 51Q: 3 clusters Score -786178.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -786179.125000 Penalty: 641.439697 Iteration 52Q: 3 clusters Score -786179.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -786179.312500 Penalty: 641.439697 Iteration 53Q: 3 clusters Score -786179.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -786178.875000 Penalty: 641.439697 Iteration 54Q: 3 clusters Score -786178.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -786178.250000 Penalty: 641.439697 Iteration 55Q: 3 clusters Score -786178.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -786179.125000 Penalty: 641.439697 Iteration 56Q: 3 clusters Score -786179.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -786179.125000 Penalty: 641.439697 Iteration 57F: 3 clusters Score -786179.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 795 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 10604 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2715 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Mstep: Class 95 contains 5843 members Mstep: Class 96 contains 705 members Mstep: Class 97 contains 6023 members Entering Unmasked Estep Score: -18665682.000000 Penalty: 41603.621094 Splitting cluster 63 changes total score from -18659306.000000 to -18665682.000000 So it's getting split into cluster 97. Entering ConstructFrom: Trying to split cluster 64 (3322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Entering Unmasked Estep Score: -159799.781250 Penalty: 267.574646 Iteration 0F: 2 clusters Score -159799.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -157601.953125 Penalty: 535.149292 Iteration 0F: 3 clusters Score -157602 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -158394.890625 Penalty: 535.149292 Iteration 1F: 3 clusters Score -158394.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -158488.296875 Penalty: 535.149292 Iteration 2F: 3 clusters Score -158488.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -158574.296875 Penalty: 535.149292 Iteration 3F: 3 clusters Score -158574.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -158682.718750 Penalty: 535.149292 Iteration 4F: 3 clusters Score -158682.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -158815.265625 Penalty: 535.149292 Iteration 5F: 3 clusters Score -158815.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -158992.140625 Penalty: 535.149292 Iteration 6F: 3 clusters Score -158992.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -159133.796875 Penalty: 535.149292 Iteration 7Q: 3 clusters Score -159133.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -159238.718750 Penalty: 535.149292 Iteration 8Q: 3 clusters Score -159238.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -159326.531250 Penalty: 535.149292 Iteration 9Q: 3 clusters Score -159326.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -159393.453125 Penalty: 535.149292 Iteration 10Q: 3 clusters Score -159393.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -159439.250000 Penalty: 535.149292 Iteration 11Q: 3 clusters Score -159439.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -159451.093750 Penalty: 535.149292 Iteration 12Q: 3 clusters Score -159451.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -159456.703125 Penalty: 535.149292 Iteration 13Q: 3 clusters Score -159456.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -159462.375000 Penalty: 535.149292 Iteration 14Q: 3 clusters Score -159462.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -159464.375000 Penalty: 535.149292 Iteration 15Q: 3 clusters Score -159464.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -159465.171875 Penalty: 535.149292 Iteration 16Q: 3 clusters Score -159465.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -159466.468750 Penalty: 535.149292 Iteration 17Q: 3 clusters Score -159466.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -159469.046875 Penalty: 535.149292 Iteration 18Q: 3 clusters Score -159469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -159470.093750 Penalty: 535.149292 Iteration 19Q: 3 clusters Score -159470.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -159471.343750 Penalty: 535.149292 Iteration 20F: 3 clusters Score -159471.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -159472.687500 Penalty: 535.149292 Iteration 21Q: 3 clusters Score -159472.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -159474.078125 Penalty: 535.149292 Iteration 22Q: 3 clusters Score -159474.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -159474.265625 Penalty: 535.149292 Iteration 23Q: 3 clusters Score -159474.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -159474.281250 Penalty: 535.149292 Iteration 24Q: 3 clusters Score -159474.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -159474.875000 Penalty: 535.149292 Iteration 25Q: 3 clusters Score -159474.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -159475.781250 Penalty: 535.149292 Iteration 26Q: 3 clusters Score -159475.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -159476.140625 Penalty: 535.149292 Iteration 27Q: 3 clusters Score -159476.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -159476.140625 Penalty: 535.149292 Iteration 28F: 3 clusters Score -159476.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 65 (431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Entering Unmasked Estep Score: -14759.384766 Penalty: 200.181564 Iteration 0F: 2 clusters Score -14759.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14372.995117 Penalty: 400.363129 Iteration 0F: 3 clusters Score -14373 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14491.660156 Penalty: 400.363129 Iteration 1F: 3 clusters Score -14491.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -14512.737305 Penalty: 400.363129 Iteration 2F: 3 clusters Score -14512.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -14525.340820 Penalty: 400.363129 Iteration 3Q: 3 clusters Score -14525.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -14537.028320 Penalty: 400.363129 Iteration 4Q: 3 clusters Score -14537.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -14552.384766 Penalty: 400.363129 Iteration 5Q: 3 clusters Score -14552.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -14569.481445 Penalty: 400.363129 Iteration 6Q: 3 clusters Score -14569.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14573.714844 Penalty: 400.363129 Iteration 7Q: 3 clusters Score -14573.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14575.464844 Penalty: 400.363129 Iteration 8Q: 3 clusters Score -14575.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14578.280273 Penalty: 400.363129 Iteration 9Q: 3 clusters Score -14578.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14582.793945 Penalty: 400.363129 Iteration 10Q: 3 clusters Score -14582.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14589.303711 Penalty: 400.363129 Iteration 11Q: 3 clusters Score -14589.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14593.422852 Penalty: 400.363129 Iteration 12Q: 3 clusters Score -14593.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14603.215820 Penalty: 400.363129 Iteration 13Q: 3 clusters Score -14603.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14608.429688 Penalty: 400.363129 Iteration 14Q: 3 clusters Score -14608.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14609.455078 Penalty: 400.363129 Iteration 15Q: 3 clusters Score -14609.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14611.994141 Penalty: 400.363129 Iteration 16Q: 3 clusters Score -14611.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14611.994141 Penalty: 400.363129 Iteration 17F: 3 clusters Score -14611.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 66 (6031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Entering Unmasked Estep Score: -286192.593750 Penalty: 287.254059 Iteration 0F: 2 clusters Score -286192.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -282157.687500 Penalty: 574.508118 Iteration 0F: 3 clusters Score -282157.7 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -284000.656250 Penalty: 574.508118 Iteration 1F: 3 clusters Score -284000.7 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -284301.468750 Penalty: 574.508118 Iteration 2F: 3 clusters Score -284301.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -284553.781250 Penalty: 574.508118 Iteration 3F: 3 clusters Score -284553.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -284772.906250 Penalty: 574.508118 Iteration 4F: 3 clusters Score -284772.9 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -284944.437500 Penalty: 574.508118 Iteration 5F: 3 clusters Score -284944.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -285061.500000 Penalty: 574.508118 Iteration 6Q: 3 clusters Score -285061.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -285174.937500 Penalty: 574.508118 Iteration 7Q: 3 clusters Score -285174.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -285290.187500 Penalty: 574.508118 Iteration 8Q: 3 clusters Score -285290.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -285393.343750 Penalty: 574.508118 Iteration 9Q: 3 clusters Score -285393.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -285490.937500 Penalty: 574.508118 Iteration 10Q: 3 clusters Score -285490.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -285595.656250 Penalty: 574.508118 Iteration 11Q: 3 clusters Score -285595.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -285697.406250 Penalty: 574.508118 Iteration 12Q: 3 clusters Score -285697.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -285786.437500 Penalty: 574.508118 Iteration 13Q: 3 clusters Score -285786.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -285873.000000 Penalty: 574.508118 Iteration 14Q: 3 clusters Score -285873 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -285936.406250 Penalty: 574.508118 Iteration 15Q: 3 clusters Score -285936.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -285968.062500 Penalty: 574.508118 Iteration 16Q: 3 clusters Score -285968.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -285990.093750 Penalty: 574.508118 Iteration 17Q: 3 clusters Score -285990.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -286005.531250 Penalty: 574.508118 Iteration 18Q: 3 clusters Score -286005.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -286016.312500 Penalty: 574.508118 Iteration 19Q: 3 clusters Score -286016.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -286025.500000 Penalty: 574.508118 Iteration 20F: 3 clusters Score -286025.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -286031.656250 Penalty: 574.508118 Iteration 21Q: 3 clusters Score -286031.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -286040.750000 Penalty: 574.508118 Iteration 22Q: 3 clusters Score -286040.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -286043.687500 Penalty: 574.508118 Iteration 23Q: 3 clusters Score -286043.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -286044.406250 Penalty: 574.508118 Iteration 24Q: 3 clusters Score -286044.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -286044.593750 Penalty: 574.508118 Iteration 25Q: 3 clusters Score -286044.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -286044.937500 Penalty: 574.508118 Iteration 26Q: 3 clusters Score -286044.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -286046.406250 Penalty: 574.508118 Iteration 27Q: 3 clusters Score -286046.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -286048.781250 Penalty: 574.508118 Iteration 28Q: 3 clusters Score -286048.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -286051.531250 Penalty: 574.508118 Iteration 29Q: 3 clusters Score -286051.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -286053.093750 Penalty: 574.508118 Iteration 30Q: 3 clusters Score -286053.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -286054.593750 Penalty: 574.508118 Iteration 31Q: 3 clusters Score -286054.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -286055.437500 Penalty: 574.508118 Iteration 32Q: 3 clusters Score -286055.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -286056.687500 Penalty: 574.508118 Iteration 33Q: 3 clusters Score -286056.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -286058.125000 Penalty: 574.508118 Iteration 34Q: 3 clusters Score -286058.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -286058.687500 Penalty: 574.508118 Iteration 35Q: 3 clusters Score -286058.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -286060.250000 Penalty: 574.508118 Iteration 36Q: 3 clusters Score -286060.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -286062.687500 Penalty: 574.508118 Iteration 37Q: 3 clusters Score -286062.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -286062.937500 Penalty: 574.508118 Iteration 38Q: 3 clusters Score -286062.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -286063.562500 Penalty: 574.508118 Iteration 39Q: 3 clusters Score -286063.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -286064.343750 Penalty: 574.508118 Iteration 40F: 3 clusters Score -286064.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -286064.281250 Penalty: 574.508118 Iteration 41Q: 3 clusters Score -286064.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -286064.093750 Penalty: 574.508118 Iteration 42Q: 3 clusters Score -286064.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -286064.093750 Penalty: 574.508118 Iteration 43F: 3 clusters Score -286064.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 67 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -8749.287109 Penalty: 187.219666 Iteration 0F: 2 clusters Score -8749.287 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 152 members Entering Unmasked Estep Score: -8443.274414 Penalty: 374.439331 Iteration 0F: 3 clusters Score -8443.274 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -8524.083008 Penalty: 374.439331 Iteration 1F: 3 clusters Score -8524.083 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8555.916992 Penalty: 374.439331 Iteration 2F: 3 clusters Score -8555.917 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -8573.340820 Penalty: 374.439331 Iteration 3F: 3 clusters Score -8573.341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -8578.735352 Penalty: 374.439331 Iteration 4Q: 3 clusters Score -8578.735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8586.665039 Penalty: 374.439331 Iteration 5Q: 3 clusters Score -8586.665 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8597.760742 Penalty: 374.439331 Iteration 6Q: 3 clusters Score -8597.761 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8605.324219 Penalty: 374.439331 Iteration 7Q: 3 clusters Score -8605.324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -8609.734375 Penalty: 374.439331 Iteration 8Q: 3 clusters Score -8609.734 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8615.407227 Penalty: 374.439331 Iteration 9Q: 3 clusters Score -8615.407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8616.170898 Penalty: 374.439331 Iteration 10Q: 3 clusters Score -8616.171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8616.170898 Penalty: 374.439331 Iteration 11F: 3 clusters Score -8616.171 nChanged 0 Entering ConstructFrom: Trying to split cluster 68 (7382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Entering Unmasked Estep Score: -355024.343750 Penalty: 293.924408 Iteration 0F: 2 clusters Score -355024.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -350120.718750 Penalty: 587.848816 Iteration 0F: 3 clusters Score -350120.7 nChanged 3364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -352249.468750 Penalty: 587.848816 Iteration 1F: 3 clusters Score -352249.5 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -352867.500000 Penalty: 587.848816 Iteration 2F: 3 clusters Score -352867.5 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -353486.656250 Penalty: 587.848816 Iteration 3F: 3 clusters Score -353486.7 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -353904.468750 Penalty: 587.848816 Iteration 4F: 3 clusters Score -353904.5 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -354165.781250 Penalty: 587.848816 Iteration 5F: 3 clusters Score -354165.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -354304.531250 Penalty: 587.848816 Iteration 6Q: 3 clusters Score -354304.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -354387.062500 Penalty: 587.848816 Iteration 7Q: 3 clusters Score -354387.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -354433.500000 Penalty: 587.848816 Iteration 8Q: 3 clusters Score -354433.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -354470.812500 Penalty: 587.848816 Iteration 9Q: 3 clusters Score -354470.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -354506.937500 Penalty: 587.848816 Iteration 10Q: 3 clusters Score -354506.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -354536.031250 Penalty: 587.848816 Iteration 11Q: 3 clusters Score -354536 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -354560.718750 Penalty: 587.848816 Iteration 12Q: 3 clusters Score -354560.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -354583.656250 Penalty: 587.848816 Iteration 13Q: 3 clusters Score -354583.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -354602.343750 Penalty: 587.848816 Iteration 14Q: 3 clusters Score -354602.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -354622.375000 Penalty: 587.848816 Iteration 15Q: 3 clusters Score -354622.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -354647.656250 Penalty: 587.848816 Iteration 16Q: 3 clusters Score -354647.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -354673.093750 Penalty: 587.848816 Iteration 17Q: 3 clusters Score -354673.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -354697.687500 Penalty: 587.848816 Iteration 18Q: 3 clusters Score -354697.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -354716.218750 Penalty: 587.848816 Iteration 19Q: 3 clusters Score -354716.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -354732.000000 Penalty: 587.848816 Iteration 20F: 3 clusters Score -354732 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -354751.375000 Penalty: 587.848816 Iteration 21Q: 3 clusters Score -354751.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -354764.562500 Penalty: 587.848816 Iteration 22Q: 3 clusters Score -354764.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -354776.218750 Penalty: 587.848816 Iteration 23Q: 3 clusters Score -354776.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -354786.781250 Penalty: 587.848816 Iteration 24Q: 3 clusters Score -354786.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -354800.312500 Penalty: 587.848816 Iteration 25Q: 3 clusters Score -354800.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -354805.843750 Penalty: 587.848816 Iteration 26Q: 3 clusters Score -354805.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -354809.437500 Penalty: 587.848816 Iteration 27Q: 3 clusters Score -354809.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -354812.031250 Penalty: 587.848816 Iteration 28Q: 3 clusters Score -354812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -354812.250000 Penalty: 587.848816 Iteration 29Q: 3 clusters Score -354812.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -354812.437500 Penalty: 587.848816 Iteration 30Q: 3 clusters Score -354812.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -354813.531250 Penalty: 587.848816 Iteration 31Q: 3 clusters Score -354813.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -354813.937500 Penalty: 587.848816 Iteration 32Q: 3 clusters Score -354813.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -354814.093750 Penalty: 587.848816 Iteration 33Q: 3 clusters Score -354814.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -354814.093750 Penalty: 587.848816 Iteration 34F: 3 clusters Score -354814.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 69 (2715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Entering Unmasked Estep Score: -131216.093750 Penalty: 260.916046 Iteration 0F: 2 clusters Score -131216.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -129363.046875 Penalty: 521.832092 Iteration 0F: 3 clusters Score -129363 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -130057.562500 Penalty: 521.832092 Iteration 1F: 3 clusters Score -130057.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -130209.757812 Penalty: 521.832092 Iteration 2F: 3 clusters Score -130209.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -130366.765625 Penalty: 521.832092 Iteration 3F: 3 clusters Score -130366.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -130545.226562 Penalty: 521.832092 Iteration 4F: 3 clusters Score -130545.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -130684.804688 Penalty: 521.832092 Iteration 5F: 3 clusters Score -130684.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -130780.398438 Penalty: 521.832092 Iteration 6Q: 3 clusters Score -130780.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -130853.445312 Penalty: 521.832092 Iteration 7Q: 3 clusters Score -130853.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -130900.562500 Penalty: 521.832092 Iteration 8Q: 3 clusters Score -130900.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -130948.531250 Penalty: 521.832092 Iteration 9Q: 3 clusters Score -130948.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -131057.773438 Penalty: 521.832092 Iteration 10Q: 3 clusters Score -131057.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -131219.484375 Penalty: 521.832092 Iteration 11Q: 3 clusters Score -131219.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -131304.484375 Penalty: 521.832092 Iteration 12Q: 3 clusters Score -131304.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -131351.312500 Penalty: 521.832092 Iteration 13Q: 3 clusters Score -131351.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -131396.062500 Penalty: 521.832092 Iteration 14Q: 3 clusters Score -131396.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -131420.531250 Penalty: 521.832092 Iteration 15Q: 3 clusters Score -131420.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -131433.468750 Penalty: 521.832092 Iteration 16Q: 3 clusters Score -131433.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -131437.562500 Penalty: 521.832092 Iteration 17Q: 3 clusters Score -131437.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -131439.359375 Penalty: 521.832092 Iteration 18Q: 3 clusters Score -131439.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -131440.500000 Penalty: 521.832092 Iteration 19Q: 3 clusters Score -131440.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -131442.328125 Penalty: 521.832092 Iteration 20F: 3 clusters Score -131442.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -131443.890625 Penalty: 521.832092 Iteration 21Q: 3 clusters Score -131443.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -131446.437500 Penalty: 521.832092 Iteration 22Q: 3 clusters Score -131446.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -131449.796875 Penalty: 521.832092 Iteration 23Q: 3 clusters Score -131449.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -131452.671875 Penalty: 521.832092 Iteration 24Q: 3 clusters Score -131452.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -131456.250000 Penalty: 521.832092 Iteration 25Q: 3 clusters Score -131456.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -131461.718750 Penalty: 521.832092 Iteration 26Q: 3 clusters Score -131461.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -131473.265625 Penalty: 521.832092 Iteration 27Q: 3 clusters Score -131473.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -131490.562500 Penalty: 521.832092 Iteration 28Q: 3 clusters Score -131490.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -131531.656250 Penalty: 521.832092 Iteration 29Q: 3 clusters Score -131531.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -131598.250000 Penalty: 521.832092 Iteration 30Q: 3 clusters Score -131598.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -131616.906250 Penalty: 521.832092 Iteration 31Q: 3 clusters Score -131616.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -131617.687500 Penalty: 521.832092 Iteration 32Q: 3 clusters Score -131617.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -131617.687500 Penalty: 521.832092 Iteration 33F: 3 clusters Score -131617.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 795 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 10604 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2249 members Mstep: Class 70 contains 31889 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Mstep: Class 95 contains 5843 members Mstep: Class 96 contains 705 members Mstep: Class 97 contains 6023 members Mstep: Class 98 contains 466 members Entering Unmasked Estep Score: -18665920.000000 Penalty: 42032.523438 Splitting cluster 69 changes total score from -18659306.000000 to -18665920.000000 So it's getting split into cluster 98. Entering ConstructFrom: Trying to split cluster 70 (31889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31889 members Entering Unmasked Estep Score: -1525246.875000 Penalty: 342.210541 Iteration 0F: 2 clusters Score -1525247 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 15934 members Entering Unmasked Estep Score: -1503925.375000 Penalty: 684.421082 Iteration 0F: 3 clusters Score -1503925 nChanged 15473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16392 members Mstep: Class 2 contains 15497 members Entering Unmasked Estep Score: -1513201.125000 Penalty: 684.421082 Iteration 1F: 3 clusters Score -1513201 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16293 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -1513866.625000 Penalty: 684.421082 Iteration 2F: 3 clusters Score -1513867 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 15761 members Entering Unmasked Estep Score: -1514741.375000 Penalty: 684.421082 Iteration 3F: 3 clusters Score -1514741 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15963 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -1515853.625000 Penalty: 684.421082 Iteration 4F: 3 clusters Score -1515854 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -1517052.000000 Penalty: 684.421082 Iteration 5F: 3 clusters Score -1517052 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -1518117.875000 Penalty: 684.421082 Iteration 6F: 3 clusters Score -1518118 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -1519206.750000 Penalty: 684.421082 Iteration 7F: 3 clusters Score -1519207 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 15808 members Entering Unmasked Estep Score: -1520176.375000 Penalty: 684.421082 Iteration 8Q: 3 clusters Score -1520176 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16249 members Mstep: Class 2 contains 15640 members Entering Unmasked Estep Score: -1520977.125000 Penalty: 684.421082 Iteration 9Q: 3 clusters Score -1520977 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -1521589.625000 Penalty: 684.421082 Iteration 10Q: 3 clusters Score -1521590 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16498 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -1522089.000000 Penalty: 684.421082 Iteration 11Q: 3 clusters Score -1522089 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16681 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -1522494.750000 Penalty: 684.421082 Iteration 12Q: 3 clusters Score -1522495 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -1522878.125000 Penalty: 684.421082 Iteration 13Q: 3 clusters Score -1522878 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -1523262.250000 Penalty: 684.421082 Iteration 14Q: 3 clusters Score -1523262 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 14324 members Entering Unmasked Estep Score: -1523608.750000 Penalty: 684.421082 Iteration 15Q: 3 clusters Score -1523609 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 13992 members Entering Unmasked Estep Score: -1523901.000000 Penalty: 684.421082 Iteration 16Q: 3 clusters Score -1523901 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -1524196.125000 Penalty: 684.421082 Iteration 17Q: 3 clusters Score -1524196 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18644 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -1524445.375000 Penalty: 684.421082 Iteration 18Q: 3 clusters Score -1524445 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -1524662.250000 Penalty: 684.421082 Iteration 19Q: 3 clusters Score -1524662 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19439 members Mstep: Class 2 contains 12450 members Entering Unmasked Estep Score: -1524860.875000 Penalty: 684.421082 Iteration 20F: 3 clusters Score -1524861 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19837 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -1525025.250000 Penalty: 684.421082 Iteration 21Q: 3 clusters Score -1525025 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20219 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1525155.125000 Penalty: 684.421082 Iteration 22Q: 3 clusters Score -1525155 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -1525280.250000 Penalty: 684.421082 Iteration 23Q: 3 clusters Score -1525280 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -1525398.125000 Penalty: 684.421082 Iteration 24Q: 3 clusters Score -1525398 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -1525490.875000 Penalty: 684.421082 Iteration 25Q: 3 clusters Score -1525491 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21632 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -1525565.750000 Penalty: 684.421082 Iteration 26Q: 3 clusters Score -1525566 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21942 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1525658.000000 Penalty: 684.421082 Iteration 27Q: 3 clusters Score -1525658 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22267 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -1525733.375000 Penalty: 684.421082 Iteration 28Q: 3 clusters Score -1525733 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22568 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -1525816.250000 Penalty: 684.421082 Iteration 29Q: 3 clusters Score -1525816 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22870 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -1525899.250000 Penalty: 684.421082 Iteration 30Q: 3 clusters Score -1525899 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1525968.250000 Penalty: 684.421082 Iteration 31Q: 3 clusters Score -1525968 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1526038.375000 Penalty: 684.421082 Iteration 32Q: 3 clusters Score -1526038 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23701 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -1526102.750000 Penalty: 684.421082 Iteration 33Q: 3 clusters Score -1526103 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23936 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1526168.250000 Penalty: 684.421082 Iteration 34Q: 3 clusters Score -1526168 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24157 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1526219.000000 Penalty: 684.421082 Iteration 35Q: 3 clusters Score -1526219 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -1526258.000000 Penalty: 684.421082 Iteration 36Q: 3 clusters Score -1526258 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24547 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1526294.250000 Penalty: 684.421082 Iteration 37Q: 3 clusters Score -1526294 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24707 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -1526320.875000 Penalty: 684.421082 Iteration 38Q: 3 clusters Score -1526321 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24862 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1526350.000000 Penalty: 684.421082 Iteration 39Q: 3 clusters Score -1526350 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24998 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1526373.625000 Penalty: 684.421082 Iteration 40F: 3 clusters Score -1526374 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25139 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1526393.125000 Penalty: 684.421082 Iteration 41Q: 3 clusters Score -1526393 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25287 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1526424.375000 Penalty: 684.421082 Iteration 42Q: 3 clusters Score -1526424 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1526443.500000 Penalty: 684.421082 Iteration 43Q: 3 clusters Score -1526444 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -1526458.000000 Penalty: 684.421082 Iteration 44Q: 3 clusters Score -1526458 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1526474.000000 Penalty: 684.421082 Iteration 45Q: 3 clusters Score -1526474 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25683 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1526482.125000 Penalty: 684.421082 Iteration 46Q: 3 clusters Score -1526482 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25756 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1526489.375000 Penalty: 684.421082 Iteration 47Q: 3 clusters Score -1526489 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25832 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -1526494.875000 Penalty: 684.421082 Iteration 48Q: 3 clusters Score -1526495 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25894 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -1526506.000000 Penalty: 684.421082 Iteration 49Q: 3 clusters Score -1526506 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25959 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1526508.125000 Penalty: 684.421082 Iteration 50Q: 3 clusters Score -1526508 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1526513.625000 Penalty: 684.421082 Iteration 51Q: 3 clusters Score -1526514 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26069 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1526515.000000 Penalty: 684.421082 Iteration 52Q: 3 clusters Score -1526515 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26110 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1526511.500000 Penalty: 684.421082 Iteration 53Q: 3 clusters Score -1526512 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26150 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1526516.125000 Penalty: 684.421082 Iteration 54Q: 3 clusters Score -1526516 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26181 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1526519.000000 Penalty: 684.421082 Iteration 55Q: 3 clusters Score -1526519 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26208 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1526519.375000 Penalty: 684.421082 Iteration 56Q: 3 clusters Score -1526519 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26226 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1526518.625000 Penalty: 684.421082 Iteration 57Q: 3 clusters Score -1526519 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26236 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1526521.750000 Penalty: 684.421082 Iteration 58Q: 3 clusters Score -1526522 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26246 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1526522.000000 Penalty: 684.421082 Iteration 59Q: 3 clusters Score -1526522 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26254 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1526520.125000 Penalty: 684.421082 Iteration 60F: 3 clusters Score -1526520 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26263 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1526517.875000 Penalty: 684.421082 Iteration 61Q: 3 clusters Score -1526518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26268 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1526517.750000 Penalty: 684.421082 Iteration 62Q: 3 clusters Score -1526518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26273 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1526517.875000 Penalty: 684.421082 Iteration 63Q: 3 clusters Score -1526518 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26280 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -1526517.125000 Penalty: 684.421082 Iteration 64Q: 3 clusters Score -1526517 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26284 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1526516.625000 Penalty: 684.421082 Iteration 65Q: 3 clusters Score -1526517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1526518.125000 Penalty: 684.421082 Iteration 66Q: 3 clusters Score -1526518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1526518.125000 Penalty: 684.421082 Iteration 67F: 3 clusters Score -1526518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 795 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 10604 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2249 members Mstep: Class 70 contains 26286 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Mstep: Class 82 contains 1422 members Mstep: Class 83 contains 1617 members Mstep: Class 84 contains 758 members Mstep: Class 85 contains 12247 members Mstep: Class 86 contains 684 members Mstep: Class 87 contains 1143 members Mstep: Class 88 contains 2086 members Mstep: Class 89 contains 5571 members Mstep: Class 90 contains 621 members Mstep: Class 91 contains 5908 members Mstep: Class 92 contains 10432 members Mstep: Class 93 contains 4574 members Mstep: Class 94 contains 1109 members Mstep: Class 95 contains 5843 members Mstep: Class 96 contains 705 members Mstep: Class 97 contains 6023 members Mstep: Class 98 contains 466 members Mstep: Class 99 contains 5603 members Entering Unmasked Estep Score: -18667194.000000 Penalty: 42461.429688 Splitting cluster 70 changes total score from -18659306.000000 to -18667194.000000 So it's getting split into cluster 99. Entering ConstructFrom: No free clusters, abandoning splitEntering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 3228 members Mstep: Class 4 contains 23487 members Mstep: Class 5 contains 4720 members Mstep: Class 6 contains 303 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 8660 members Mstep: Class 11 contains 8520 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 5271 members Mstep: Class 14 contains 6869 members Mstep: Class 15 contains 3853 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 15423 members Mstep: Class 22 contains 1926 members Mstep: Class 23 contains 2477 members Mstep: Class 24 contains 340 members Mstep: Class 25 contains 129 members Mstep: Class 26 contains 17796 members Mstep: Class 27 contains 952 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 8773 members Mstep: Class 30 contains 406 members Mstep: Class 31 contains 364 members Mstep: Class 32 contains 7960 members Mstep: Class 33 contains 1544 members Mstep: Class 34 contains 935 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4091 members Mstep: Class 37 contains 621 members Mstep: Class 38 contains 1866 members Mstep: Class 39 contains 5811 members Mstep: Class 40 contains 5203 members Mstep: Class 41 contains 2394 members Mstep: Class 42 contains 342 members Mstep: Class 43 contains 3391 members Mstep: Class 44 contains 11253 members Mstep: Class 45 contains 2707 members Mstep: Class 46 contains 301 members Mstep: Class 47 contains 6986 members Mstep: Class 48 contains 852 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 984 members Mstep: Class 52 contains 1391 members Mstep: Class 53 contains 4055 members Mstep: Class 54 contains 3575 members Mstep: Class 55 contains 946 members Mstep: Class 56 contains 795 members Mstep: Class 57 contains 2270 members Mstep: Class 58 contains 921 members Mstep: Class 59 contains 26374 members Mstep: Class 60 contains 7705 members Mstep: Class 61 contains 3078 members Mstep: Class 62 contains 2229 members Mstep: Class 63 contains 10604 members Mstep: Class 64 contains 3322 members Mstep: Class 65 contains 431 members Mstep: Class 66 contains 6031 members Mstep: Class 67 contains 291 members Mstep: Class 68 contains 7382 members Mstep: Class 69 contains 2249 members Mstep: Class 70 contains 26286 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1854 members Mstep: Class 75 contains 20502 members Mstep: Class 76 contains 20033 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4625 members Mstep: Class 79 contains 1208 members Mstep: Class 80 contains 909 members Mstep: Class 81 contains 3794 members Entering Unmasked Estep ConsiderDeletion Score: -18670310.000000 Penalty: 42461.429688 Iteration 159Q: 100 clusters Score -1.867031e+07 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 1656 members Mstep: Class 3 contains 3223 members Mstep: Class 4 contains 23467 members Mstep: Class 5 contains 4814 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2575 members Mstep: Class 8 contains 3871 members Mstep: Class 9 contains 950 members Mstep: Class 10 contains 8672 members Mstep: Class 11 contains 8535 members Mstep: Class 12 contains 471 members Mstep: Class 13 contains 5218 members Mstep: Class 14 contains 6944 members Mstep: Class 15 contains 3839 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8730 members Mstep: Class 18 contains 683 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 1664 members Mstep: Class 21 contains 15605 members Mstep: Class 22 contains 1927 members Mstep: Class 23 contains 2457 members Mstep: Class 24 contains 405 members Mstep: Class 25 contains 150 members Mstep: Class 26 contains 17776 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 1180 members Mstep: Class 29 contains 8709 members Mstep: Class 30 contains 457 members Mstep: Class 31 contains 370 members Mstep: Class 32 contains 7944 members Mstep: Class 33 contains 1622 members Mstep: Class 34 contains 928 members Mstep: Class 35 contains 232 members Mstep: Class 36 contains 4062 members Mstep: Class 37 contains 624 members Mstep: Class 38 contains 1846 members Mstep: Class 39 contains 5783 members Mstep: Class 40 contains 5269 members Mstep: Class 41 contains 2463 members Mstep: Class 42 contains 358 members Mstep: Class 43 contains 3486 members Mstep: Class 44 contains 11404 members Mstep: Class 45 contains 2740 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 7032 members Mstep: Class 48 contains 853 members Mstep: Class 49 contains 3870 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 996 members Mstep: Class 52 contains 1387 members Mstep: Class 53 contains 4093 members Mstep: Class 54 contains 3685 members Mstep: Class 55 contains 945 members Mstep: Class 56 contains 751 members Mstep: Class 57 contains 2268 members Mstep: Class 58 contains 919 members Mstep: Class 59 contains 26499 members Mstep: Class 60 contains 7780 members Mstep: Class 61 contains 3077 members Mstep: Class 62 contains 2233 members Mstep: Class 63 contains 10532 members Mstep: Class 64 contains 3293 members Mstep: Class 65 contains 434 members Mstep: Class 66 contains 6277 members Mstep: Class 67 contains 296 members Mstep: Class 68 contains 7378 members Mstep: Class 69 contains 2237 members Mstep: Class 70 contains 26182 members Mstep: Class 71 contains 2724 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1864 members Mstep: Class 75 contains 20602 members Mstep: Class 76 contains 20125 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4640 members Mstep: Class 79 contains 1225 members Mstep: Class 80 contains 911 members Mstep: Class 81 contains 3806 members Mstep: Class 82 contains 1404 members Mstep: Class 83 contains 1628 members Mstep: Class 84 contains 751 members Mstep: Class 85 contains 11939 members Mstep: Class 86 contains 674 members Mstep: Class 87 contains 1132 members Mstep: Class 88 contains 2070 members Mstep: Class 89 contains 5352 members Mstep: Class 90 contains 599 members Mstep: Class 91 contains 5865 members Mstep: Class 92 contains 10283 members Mstep: Class 93 contains 4526 members Mstep: Class 94 contains 1071 members Mstep: Class 95 contains 5631 members Mstep: Class 96 contains 701 members Mstep: Class 97 contains 5808 members Mstep: Class 98 contains 465 members Mstep: Class 99 contains 5582 members Entering Unmasked Estep ConsiderDeletion Score: -18673406.000000 Penalty: 42461.429688 Iteration 160F: 100 clusters Score -1.867341e+07 nChanged 5471 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 1654 members Mstep: Class 3 contains 3234 members Mstep: Class 4 contains 23163 members Mstep: Class 5 contains 4817 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2560 members Mstep: Class 8 contains 3919 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 8678 members Mstep: Class 11 contains 8530 members Mstep: Class 12 contains 477 members Mstep: Class 13 contains 5154 members Mstep: Class 14 contains 6964 members Mstep: Class 15 contains 3825 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8447 members Mstep: Class 18 contains 663 members Mstep: Class 19 contains 984 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 15438 members Mstep: Class 22 contains 1932 members Mstep: Class 23 contains 2437 members Mstep: Class 24 contains 442 members Mstep: Class 25 contains 167 members Mstep: Class 26 contains 17765 members Mstep: Class 27 contains 899 members Mstep: Class 28 contains 1168 members Mstep: Class 29 contains 8611 members Mstep: Class 30 contains 472 members Mstep: Class 31 contains 373 members Mstep: Class 32 contains 7776 members Mstep: Class 33 contains 1620 members Mstep: Class 34 contains 923 members Mstep: Class 35 contains 230 members Mstep: Class 36 contains 4036 members Mstep: Class 37 contains 633 members Mstep: Class 38 contains 1844 members Mstep: Class 39 contains 5758 members Mstep: Class 40 contains 5280 members Mstep: Class 41 contains 2539 members Mstep: Class 42 contains 364 members Mstep: Class 43 contains 3503 members Mstep: Class 44 contains 11476 members Mstep: Class 45 contains 2764 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6961 members Mstep: Class 48 contains 855 members Mstep: Class 49 contains 3869 members Mstep: Class 50 contains 874 members Mstep: Class 51 contains 1004 members Mstep: Class 52 contains 1361 members Mstep: Class 53 contains 3948 members Mstep: Class 54 contains 3765 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 712 members Mstep: Class 57 contains 2266 members Mstep: Class 58 contains 917 members Mstep: Class 59 contains 26337 members Mstep: Class 60 contains 7793 members Mstep: Class 61 contains 3051 members Mstep: Class 62 contains 2236 members Mstep: Class 63 contains 10443 members Mstep: Class 64 contains 3236 members Mstep: Class 65 contains 434 members Mstep: Class 66 contains 6342 members Mstep: Class 67 contains 295 members Mstep: Class 68 contains 7373 members Mstep: Class 69 contains 2234 members Mstep: Class 70 contains 25942 members Mstep: Class 71 contains 2680 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1867 members Mstep: Class 75 contains 20613 members Mstep: Class 76 contains 19858 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4650 members Mstep: Class 79 contains 1267 members Mstep: Class 80 contains 913 members Mstep: Class 81 contains 3811 members Mstep: Class 82 contains 1447 members Mstep: Class 83 contains 1736 members Mstep: Class 84 contains 778 members Mstep: Class 85 contains 12112 members Mstep: Class 86 contains 694 members Mstep: Class 87 contains 1363 members Mstep: Class 88 contains 2141 members Mstep: Class 89 contains 5450 members Mstep: Class 90 contains 630 members Mstep: Class 91 contains 5878 members Mstep: Class 92 contains 10462 members Mstep: Class 93 contains 4531 members Mstep: Class 94 contains 1101 members Mstep: Class 95 contains 6008 members Mstep: Class 96 contains 1004 members Mstep: Class 97 contains 5849 members Mstep: Class 98 contains 511 members Mstep: Class 99 contains 5661 members Entering Unmasked Estep ConsiderDeletion Score: -18675148.000000 Penalty: 42461.429688 Iteration 161Q: 100 clusters Score -1.867515e+07 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 1652 members Mstep: Class 3 contains 3249 members Mstep: Class 4 contains 22913 members Mstep: Class 5 contains 4851 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2572 members Mstep: Class 8 contains 3965 members Mstep: Class 9 contains 935 members Mstep: Class 10 contains 8679 members Mstep: Class 11 contains 8527 members Mstep: Class 12 contains 488 members Mstep: Class 13 contains 5085 members Mstep: Class 14 contains 6980 members Mstep: Class 15 contains 3805 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8250 members Mstep: Class 18 contains 644 members Mstep: Class 19 contains 1008 members Mstep: Class 20 contains 1708 members Mstep: Class 21 contains 15291 members Mstep: Class 22 contains 1932 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 461 members Mstep: Class 25 contains 190 members Mstep: Class 26 contains 17753 members Mstep: Class 27 contains 887 members Mstep: Class 28 contains 1161 members Mstep: Class 29 contains 8535 members Mstep: Class 30 contains 475 members Mstep: Class 31 contains 375 members Mstep: Class 32 contains 7628 members Mstep: Class 33 contains 1614 members Mstep: Class 34 contains 913 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 4017 members Mstep: Class 37 contains 643 members Mstep: Class 38 contains 1838 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5303 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 375 members Mstep: Class 43 contains 3527 members Mstep: Class 44 contains 11542 members Mstep: Class 45 contains 2787 members Mstep: Class 46 contains 306 members Mstep: Class 47 contains 6927 members Mstep: Class 48 contains 857 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 874 members Mstep: Class 51 contains 1005 members Mstep: Class 52 contains 1338 members Mstep: Class 53 contains 3855 members Mstep: Class 54 contains 3832 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 700 members Mstep: Class 57 contains 2263 members Mstep: Class 58 contains 914 members Mstep: Class 59 contains 26166 members Mstep: Class 60 contains 7823 members Mstep: Class 61 contains 3035 members Mstep: Class 62 contains 2240 members Mstep: Class 63 contains 10361 members Mstep: Class 64 contains 3189 members Mstep: Class 65 contains 439 members Mstep: Class 66 contains 6427 members Mstep: Class 67 contains 294 members Mstep: Class 68 contains 7372 members Mstep: Class 69 contains 2241 members Mstep: Class 70 contains 25754 members Mstep: Class 71 contains 2651 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1865 members Mstep: Class 75 contains 20652 members Mstep: Class 76 contains 19627 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4660 members Mstep: Class 79 contains 1299 members Mstep: Class 80 contains 914 members Mstep: Class 81 contains 3821 members Mstep: Class 82 contains 1488 members Mstep: Class 83 contains 1803 members Mstep: Class 84 contains 791 members Mstep: Class 85 contains 12265 members Mstep: Class 86 contains 709 members Mstep: Class 87 contains 1516 members Mstep: Class 88 contains 2179 members Mstep: Class 89 contains 5480 members Mstep: Class 90 contains 662 members Mstep: Class 91 contains 5889 members Mstep: Class 92 contains 10661 members Mstep: Class 93 contains 4532 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 6235 members Mstep: Class 96 contains 1231 members Mstep: Class 97 contains 5842 members Mstep: Class 98 contains 529 members Mstep: Class 99 contains 5706 members Entering Unmasked Estep ConsiderDeletion Score: -18676440.000000 Penalty: 42461.429688 Iteration 162Q: 100 clusters Score -1.867644e+07 nChanged 3220 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 1646 members Mstep: Class 3 contains 3261 members Mstep: Class 4 contains 22733 members Mstep: Class 5 contains 4922 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 4019 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 8678 members Mstep: Class 11 contains 8525 members Mstep: Class 12 contains 502 members Mstep: Class 13 contains 5037 members Mstep: Class 14 contains 6987 members Mstep: Class 15 contains 3776 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 8086 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 1026 members Mstep: Class 20 contains 1721 members Mstep: Class 21 contains 15160 members Mstep: Class 22 contains 1936 members Mstep: Class 23 contains 2424 members Mstep: Class 24 contains 479 members Mstep: Class 25 contains 214 members Mstep: Class 26 contains 17739 members Mstep: Class 27 contains 881 members Mstep: Class 28 contains 1155 members Mstep: Class 29 contains 8457 members Mstep: Class 30 contains 475 members Mstep: Class 31 contains 378 members Mstep: Class 32 contains 7448 members Mstep: Class 33 contains 1608 members Mstep: Class 34 contains 907 members Mstep: Class 35 contains 230 members Mstep: Class 36 contains 4002 members Mstep: Class 37 contains 655 members Mstep: Class 38 contains 1824 members Mstep: Class 39 contains 5734 members Mstep: Class 40 contains 5318 members Mstep: Class 41 contains 2690 members Mstep: Class 42 contains 387 members Mstep: Class 43 contains 3529 members Mstep: Class 44 contains 11577 members Mstep: Class 45 contains 2825 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 6898 members Mstep: Class 48 contains 858 members Mstep: Class 49 contains 3866 members Mstep: Class 50 contains 873 members Mstep: Class 51 contains 1012 members Mstep: Class 52 contains 1314 members Mstep: Class 53 contains 3788 members Mstep: Class 54 contains 3889 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 718 members Mstep: Class 57 contains 2262 members Mstep: Class 58 contains 909 members Mstep: Class 59 contains 25989 members Mstep: Class 60 contains 7851 members Mstep: Class 61 contains 3018 members Mstep: Class 62 contains 2250 members Mstep: Class 63 contains 10307 members Mstep: Class 64 contains 3149 members Mstep: Class 65 contains 447 members Mstep: Class 66 contains 6490 members Mstep: Class 67 contains 296 members Mstep: Class 68 contains 7364 members Mstep: Class 69 contains 2250 members Mstep: Class 70 contains 25621 members Mstep: Class 71 contains 2634 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1865 members Mstep: Class 75 contains 20732 members Mstep: Class 76 contains 19413 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4671 members Mstep: Class 79 contains 1321 members Mstep: Class 80 contains 915 members Mstep: Class 81 contains 3825 members Mstep: Class 82 contains 1542 members Mstep: Class 83 contains 1838 members Mstep: Class 84 contains 796 members Mstep: Class 85 contains 12396 members Mstep: Class 86 contains 717 members Mstep: Class 87 contains 1656 members Mstep: Class 88 contains 2205 members Mstep: Class 89 contains 5509 members Mstep: Class 90 contains 686 members Mstep: Class 91 contains 5897 members Mstep: Class 92 contains 10867 members Mstep: Class 93 contains 4533 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 6393 members Mstep: Class 96 contains 1433 members Mstep: Class 97 contains 5825 members Mstep: Class 98 contains 544 members Mstep: Class 99 contains 5719 members Entering Unmasked Estep ConsiderDeletion Score: -18677710.000000 Penalty: 42461.429688 Iteration 163Q: 100 clusters Score -1.867771e+07 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 1646 members Mstep: Class 3 contains 3268 members Mstep: Class 4 contains 22586 members Mstep: Class 5 contains 4948 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2576 members Mstep: Class 8 contains 4072 members Mstep: Class 9 contains 924 members Mstep: Class 10 contains 8669 members Mstep: Class 11 contains 8523 members Mstep: Class 12 contains 517 members Mstep: Class 13 contains 5138 members Mstep: Class 14 contains 6985 members Mstep: Class 15 contains 3758 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7939 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 1032 members Mstep: Class 20 contains 1733 members Mstep: Class 21 contains 15045 members Mstep: Class 22 contains 1939 members Mstep: Class 23 contains 2415 members Mstep: Class 24 contains 499 members Mstep: Class 25 contains 222 members Mstep: Class 26 contains 17732 members Mstep: Class 27 contains 878 members Mstep: Class 28 contains 1147 members Mstep: Class 29 contains 8384 members Mstep: Class 30 contains 466 members Mstep: Class 31 contains 383 members Mstep: Class 32 contains 7301 members Mstep: Class 33 contains 1584 members Mstep: Class 34 contains 901 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3994 members Mstep: Class 37 contains 669 members Mstep: Class 38 contains 1814 members Mstep: Class 39 contains 5731 members Mstep: Class 40 contains 5327 members Mstep: Class 41 contains 2716 members Mstep: Class 42 contains 399 members Mstep: Class 43 contains 3529 members Mstep: Class 44 contains 11605 members Mstep: Class 45 contains 2865 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6888 members Mstep: Class 48 contains 862 members Mstep: Class 49 contains 3859 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1015 members Mstep: Class 52 contains 1306 members Mstep: Class 53 contains 3726 members Mstep: Class 54 contains 3924 members Mstep: Class 55 contains 925 members Mstep: Class 56 contains 732 members Mstep: Class 57 contains 2263 members Mstep: Class 58 contains 904 members Mstep: Class 59 contains 25727 members Mstep: Class 60 contains 7881 members Mstep: Class 61 contains 3012 members Mstep: Class 62 contains 2264 members Mstep: Class 63 contains 10262 members Mstep: Class 64 contains 3106 members Mstep: Class 65 contains 455 members Mstep: Class 66 contains 6550 members Mstep: Class 67 contains 298 members Mstep: Class 68 contains 7359 members Mstep: Class 69 contains 2260 members Mstep: Class 70 contains 25514 members Mstep: Class 71 contains 2626 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1862 members Mstep: Class 75 contains 20799 members Mstep: Class 76 contains 19221 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4671 members Mstep: Class 79 contains 1336 members Mstep: Class 80 contains 916 members Mstep: Class 81 contains 3830 members Mstep: Class 82 contains 1599 members Mstep: Class 83 contains 1862 members Mstep: Class 84 contains 798 members Mstep: Class 85 contains 12555 members Mstep: Class 86 contains 720 members Mstep: Class 87 contains 1778 members Mstep: Class 88 contains 2230 members Mstep: Class 89 contains 5528 members Mstep: Class 90 contains 709 members Mstep: Class 91 contains 5902 members Mstep: Class 92 contains 11080 members Mstep: Class 93 contains 4539 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 6519 members Mstep: Class 96 contains 1605 members Mstep: Class 97 contains 5797 members Mstep: Class 98 contains 550 members Mstep: Class 99 contains 5721 members Entering Unmasked Estep ConsiderDeletion Score: -18678440.000000 Penalty: 42461.429688 Iteration 164Q: 100 clusters Score -1.867844e+07 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 1643 members Mstep: Class 3 contains 3267 members Mstep: Class 4 contains 22442 members Mstep: Class 5 contains 4971 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2583 members Mstep: Class 8 contains 4144 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 8649 members Mstep: Class 11 contains 8524 members Mstep: Class 12 contains 528 members Mstep: Class 13 contains 5217 members Mstep: Class 14 contains 6996 members Mstep: Class 15 contains 3745 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7830 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 1051 members Mstep: Class 20 contains 1744 members Mstep: Class 21 contains 14944 members Mstep: Class 22 contains 1940 members Mstep: Class 23 contains 2402 members Mstep: Class 24 contains 518 members Mstep: Class 25 contains 231 members Mstep: Class 26 contains 17715 members Mstep: Class 27 contains 876 members Mstep: Class 28 contains 1144 members Mstep: Class 29 contains 8293 members Mstep: Class 30 contains 454 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 7171 members Mstep: Class 33 contains 1560 members Mstep: Class 34 contains 895 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3991 members Mstep: Class 37 contains 673 members Mstep: Class 38 contains 1807 members Mstep: Class 39 contains 5728 members Mstep: Class 40 contains 5339 members Mstep: Class 41 contains 2730 members Mstep: Class 42 contains 406 members Mstep: Class 43 contains 3535 members Mstep: Class 44 contains 11630 members Mstep: Class 45 contains 2901 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6876 members Mstep: Class 48 contains 864 members Mstep: Class 49 contains 3851 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1016 members Mstep: Class 52 contains 1303 members Mstep: Class 53 contains 3676 members Mstep: Class 54 contains 3960 members Mstep: Class 55 contains 924 members Mstep: Class 56 contains 741 members Mstep: Class 57 contains 2258 members Mstep: Class 58 contains 895 members Mstep: Class 59 contains 25496 members Mstep: Class 60 contains 7897 members Mstep: Class 61 contains 3006 members Mstep: Class 62 contains 2264 members Mstep: Class 63 contains 10225 members Mstep: Class 64 contains 3065 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 6602 members Mstep: Class 67 contains 297 members Mstep: Class 68 contains 7353 members Mstep: Class 69 contains 2275 members Mstep: Class 70 contains 25438 members Mstep: Class 71 contains 2616 members Mstep: Class 72 contains 1138 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1874 members Mstep: Class 75 contains 20869 members Mstep: Class 76 contains 19066 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4677 members Mstep: Class 79 contains 1350 members Mstep: Class 80 contains 918 members Mstep: Class 81 contains 3835 members Mstep: Class 82 contains 1656 members Mstep: Class 83 contains 1881 members Mstep: Class 84 contains 798 members Mstep: Class 85 contains 12701 members Mstep: Class 86 contains 722 members Mstep: Class 87 contains 1878 members Mstep: Class 88 contains 2252 members Mstep: Class 89 contains 5536 members Mstep: Class 90 contains 718 members Mstep: Class 91 contains 5907 members Mstep: Class 92 contains 11293 members Mstep: Class 93 contains 4540 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 6623 members Mstep: Class 96 contains 1754 members Mstep: Class 97 contains 5775 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5722 members Entering Unmasked Estep ConsiderDeletion Score: -18678796.000000 Penalty: 42461.429688 Iteration 165Q: 100 clusters Score -1.86788e+07 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 1643 members Mstep: Class 3 contains 3266 members Mstep: Class 4 contains 22328 members Mstep: Class 5 contains 4999 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2594 members Mstep: Class 8 contains 4210 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 8636 members Mstep: Class 11 contains 8525 members Mstep: Class 12 contains 538 members Mstep: Class 13 contains 5299 members Mstep: Class 14 contains 6987 members Mstep: Class 15 contains 3736 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7714 members Mstep: Class 18 contains 606 members Mstep: Class 19 contains 1066 members Mstep: Class 20 contains 1748 members Mstep: Class 21 contains 14838 members Mstep: Class 22 contains 1938 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 534 members Mstep: Class 25 contains 233 members Mstep: Class 26 contains 17698 members Mstep: Class 27 contains 870 members Mstep: Class 28 contains 1139 members Mstep: Class 29 contains 8210 members Mstep: Class 30 contains 444 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 7038 members Mstep: Class 33 contains 1539 members Mstep: Class 34 contains 890 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3992 members Mstep: Class 37 contains 679 members Mstep: Class 38 contains 1803 members Mstep: Class 39 contains 5725 members Mstep: Class 40 contains 5349 members Mstep: Class 41 contains 2741 members Mstep: Class 42 contains 414 members Mstep: Class 43 contains 3540 members Mstep: Class 44 contains 11644 members Mstep: Class 45 contains 2928 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6868 members Mstep: Class 48 contains 868 members Mstep: Class 49 contains 3847 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1019 members Mstep: Class 52 contains 1303 members Mstep: Class 53 contains 3684 members Mstep: Class 54 contains 3983 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 743 members Mstep: Class 57 contains 2256 members Mstep: Class 58 contains 892 members Mstep: Class 59 contains 25302 members Mstep: Class 60 contains 7913 members Mstep: Class 61 contains 3002 members Mstep: Class 62 contains 2271 members Mstep: Class 63 contains 10196 members Mstep: Class 64 contains 3052 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 6636 members Mstep: Class 67 contains 296 members Mstep: Class 68 contains 7355 members Mstep: Class 69 contains 2287 members Mstep: Class 70 contains 25377 members Mstep: Class 71 contains 2620 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1875 members Mstep: Class 75 contains 20936 members Mstep: Class 76 contains 18923 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4687 members Mstep: Class 79 contains 1354 members Mstep: Class 80 contains 920 members Mstep: Class 81 contains 3837 members Mstep: Class 82 contains 1705 members Mstep: Class 83 contains 1897 members Mstep: Class 84 contains 793 members Mstep: Class 85 contains 12816 members Mstep: Class 86 contains 724 members Mstep: Class 87 contains 1949 members Mstep: Class 88 contains 2279 members Mstep: Class 89 contains 5547 members Mstep: Class 90 contains 733 members Mstep: Class 91 contains 5912 members Mstep: Class 92 contains 11468 members Mstep: Class 93 contains 4541 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 6697 members Mstep: Class 96 contains 1891 members Mstep: Class 97 contains 5755 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5728 members Entering Unmasked Estep ConsiderDeletion Score: -18679270.000000 Penalty: 42461.429688 Iteration 166Q: 100 clusters Score -1.867927e+07 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3266 members Mstep: Class 4 contains 22219 members Mstep: Class 5 contains 5021 members Mstep: Class 6 contains 302 members Mstep: Class 7 contains 2596 members Mstep: Class 8 contains 4263 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 8616 members Mstep: Class 11 contains 8531 members Mstep: Class 12 contains 546 members Mstep: Class 13 contains 5372 members Mstep: Class 14 contains 6986 members Mstep: Class 15 contains 3727 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7594 members Mstep: Class 18 contains 601 members Mstep: Class 19 contains 1079 members Mstep: Class 20 contains 1752 members Mstep: Class 21 contains 14752 members Mstep: Class 22 contains 1938 members Mstep: Class 23 contains 2393 members Mstep: Class 24 contains 545 members Mstep: Class 25 contains 236 members Mstep: Class 26 contains 17672 members Mstep: Class 27 contains 866 members Mstep: Class 28 contains 1136 members Mstep: Class 29 contains 8138 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 6944 members Mstep: Class 33 contains 1517 members Mstep: Class 34 contains 884 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3993 members Mstep: Class 37 contains 689 members Mstep: Class 38 contains 1796 members Mstep: Class 39 contains 5729 members Mstep: Class 40 contains 5354 members Mstep: Class 41 contains 2747 members Mstep: Class 42 contains 422 members Mstep: Class 43 contains 3560 members Mstep: Class 44 contains 11651 members Mstep: Class 45 contains 2949 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6861 members Mstep: Class 48 contains 874 members Mstep: Class 49 contains 3842 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1021 members Mstep: Class 52 contains 1298 members Mstep: Class 53 contains 3700 members Mstep: Class 54 contains 3991 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 741 members Mstep: Class 57 contains 2252 members Mstep: Class 58 contains 892 members Mstep: Class 59 contains 25127 members Mstep: Class 60 contains 7927 members Mstep: Class 61 contains 3000 members Mstep: Class 62 contains 2274 members Mstep: Class 63 contains 10180 members Mstep: Class 64 contains 3038 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 6668 members Mstep: Class 67 contains 297 members Mstep: Class 68 contains 7354 members Mstep: Class 69 contains 2300 members Mstep: Class 70 contains 25325 members Mstep: Class 71 contains 2615 members Mstep: Class 72 contains 1137 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1874 members Mstep: Class 75 contains 20987 members Mstep: Class 76 contains 18777 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4706 members Mstep: Class 79 contains 1354 members Mstep: Class 80 contains 920 members Mstep: Class 81 contains 3834 members Mstep: Class 82 contains 1752 members Mstep: Class 83 contains 1896 members Mstep: Class 84 contains 789 members Mstep: Class 85 contains 12920 members Mstep: Class 86 contains 728 members Mstep: Class 87 contains 2010 members Mstep: Class 88 contains 2304 members Mstep: Class 89 contains 5557 members Mstep: Class 90 contains 744 members Mstep: Class 91 contains 5915 members Mstep: Class 92 contains 11651 members Mstep: Class 93 contains 4540 members Mstep: Class 94 contains 1111 members Mstep: Class 95 contains 6759 members Mstep: Class 96 contains 2044 members Mstep: Class 97 contains 5744 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5735 members Entering Unmasked Estep ConsiderDeletion Score: -18679652.000000 Penalty: 42461.429688 Iteration 167Q: 100 clusters Score -1.867965e+07 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3271 members Mstep: Class 4 contains 22132 members Mstep: Class 5 contains 5049 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2606 members Mstep: Class 8 contains 4312 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 8603 members Mstep: Class 11 contains 8537 members Mstep: Class 12 contains 553 members Mstep: Class 13 contains 5463 members Mstep: Class 14 contains 6983 members Mstep: Class 15 contains 3712 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7477 members Mstep: Class 18 contains 602 members Mstep: Class 19 contains 1095 members Mstep: Class 20 contains 1755 members Mstep: Class 21 contains 14674 members Mstep: Class 22 contains 1938 members Mstep: Class 23 contains 2391 members Mstep: Class 24 contains 552 members Mstep: Class 25 contains 239 members Mstep: Class 26 contains 17641 members Mstep: Class 27 contains 865 members Mstep: Class 28 contains 1133 members Mstep: Class 29 contains 8074 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 394 members Mstep: Class 32 contains 6861 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 876 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3987 members Mstep: Class 37 contains 693 members Mstep: Class 38 contains 1789 members Mstep: Class 39 contains 5731 members Mstep: Class 40 contains 5360 members Mstep: Class 41 contains 2746 members Mstep: Class 42 contains 426 members Mstep: Class 43 contains 3581 members Mstep: Class 44 contains 11650 members Mstep: Class 45 contains 2975 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6856 members Mstep: Class 48 contains 874 members Mstep: Class 49 contains 3835 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1022 members Mstep: Class 52 contains 1287 members Mstep: Class 53 contains 3718 members Mstep: Class 54 contains 4002 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 753 members Mstep: Class 57 contains 2247 members Mstep: Class 58 contains 890 members Mstep: Class 59 contains 24947 members Mstep: Class 60 contains 7932 members Mstep: Class 61 contains 2996 members Mstep: Class 62 contains 2276 members Mstep: Class 63 contains 10168 members Mstep: Class 64 contains 3028 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 6697 members Mstep: Class 67 contains 296 members Mstep: Class 68 contains 7353 members Mstep: Class 69 contains 2312 members Mstep: Class 70 contains 25282 members Mstep: Class 71 contains 2614 members Mstep: Class 72 contains 1134 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1877 members Mstep: Class 75 contains 21044 members Mstep: Class 76 contains 18633 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4733 members Mstep: Class 79 contains 1353 members Mstep: Class 80 contains 920 members Mstep: Class 81 contains 3839 members Mstep: Class 82 contains 1787 members Mstep: Class 83 contains 1890 members Mstep: Class 84 contains 789 members Mstep: Class 85 contains 12996 members Mstep: Class 86 contains 734 members Mstep: Class 87 contains 2069 members Mstep: Class 88 contains 2327 members Mstep: Class 89 contains 5556 members Mstep: Class 90 contains 754 members Mstep: Class 91 contains 5916 members Mstep: Class 92 contains 11808 members Mstep: Class 93 contains 4539 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 6815 members Mstep: Class 96 contains 2189 members Mstep: Class 97 contains 5731 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5742 members Entering Unmasked Estep ConsiderDeletion Score: -18680018.000000 Penalty: 42461.429688 Iteration 168Q: 100 clusters Score -1.868002e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3274 members Mstep: Class 4 contains 22048 members Mstep: Class 5 contains 5068 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 4360 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 8593 members Mstep: Class 11 contains 8543 members Mstep: Class 12 contains 567 members Mstep: Class 13 contains 5550 members Mstep: Class 14 contains 6969 members Mstep: Class 15 contains 3681 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7354 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 1112 members Mstep: Class 20 contains 1758 members Mstep: Class 21 contains 14594 members Mstep: Class 22 contains 1935 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 564 members Mstep: Class 25 contains 239 members Mstep: Class 26 contains 17604 members Mstep: Class 27 contains 863 members Mstep: Class 28 contains 1128 members Mstep: Class 29 contains 8009 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 397 members Mstep: Class 32 contains 6770 members Mstep: Class 33 contains 1460 members Mstep: Class 34 contains 873 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3975 members Mstep: Class 37 contains 696 members Mstep: Class 38 contains 1780 members Mstep: Class 39 contains 5733 members Mstep: Class 40 contains 5367 members Mstep: Class 41 contains 2748 members Mstep: Class 42 contains 430 members Mstep: Class 43 contains 3609 members Mstep: Class 44 contains 11648 members Mstep: Class 45 contains 2993 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6853 members Mstep: Class 48 contains 877 members Mstep: Class 49 contains 3830 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1023 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3726 members Mstep: Class 54 contains 4011 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 776 members Mstep: Class 57 contains 2245 members Mstep: Class 58 contains 889 members Mstep: Class 59 contains 24792 members Mstep: Class 60 contains 7935 members Mstep: Class 61 contains 2990 members Mstep: Class 62 contains 2279 members Mstep: Class 63 contains 10156 members Mstep: Class 64 contains 3023 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 6721 members Mstep: Class 67 contains 295 members Mstep: Class 68 contains 7350 members Mstep: Class 69 contains 2325 members Mstep: Class 70 contains 25239 members Mstep: Class 71 contains 2621 members Mstep: Class 72 contains 1131 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1883 members Mstep: Class 75 contains 21103 members Mstep: Class 76 contains 18464 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4765 members Mstep: Class 79 contains 1357 members Mstep: Class 80 contains 923 members Mstep: Class 81 contains 3842 members Mstep: Class 82 contains 1815 members Mstep: Class 83 contains 1881 members Mstep: Class 84 contains 783 members Mstep: Class 85 contains 13067 members Mstep: Class 86 contains 740 members Mstep: Class 87 contains 2136 members Mstep: Class 88 contains 2356 members Mstep: Class 89 contains 5556 members Mstep: Class 90 contains 768 members Mstep: Class 91 contains 5918 members Mstep: Class 92 contains 11969 members Mstep: Class 93 contains 4541 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 6866 members Mstep: Class 96 contains 2350 members Mstep: Class 97 contains 5723 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5750 members Entering Unmasked Estep ConsiderDeletion Score: -18680158.000000 Penalty: 42461.429688 Iteration 169Q: 100 clusters Score -1.868016e+07 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 21965 members Mstep: Class 5 contains 5099 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 4402 members Mstep: Class 9 contains 914 members Mstep: Class 10 contains 8582 members Mstep: Class 11 contains 8548 members Mstep: Class 12 contains 580 members Mstep: Class 13 contains 5620 members Mstep: Class 14 contains 6960 members Mstep: Class 15 contains 3649 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7242 members Mstep: Class 18 contains 600 members Mstep: Class 19 contains 1122 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 14533 members Mstep: Class 22 contains 1934 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 238 members Mstep: Class 26 contains 17570 members Mstep: Class 27 contains 863 members Mstep: Class 28 contains 1126 members Mstep: Class 29 contains 7948 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 402 members Mstep: Class 32 contains 6704 members Mstep: Class 33 contains 1433 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3963 members Mstep: Class 37 contains 697 members Mstep: Class 38 contains 1779 members Mstep: Class 39 contains 5737 members Mstep: Class 40 contains 5371 members Mstep: Class 41 contains 2753 members Mstep: Class 42 contains 435 members Mstep: Class 43 contains 3636 members Mstep: Class 44 contains 11647 members Mstep: Class 45 contains 3021 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6855 members Mstep: Class 48 contains 881 members Mstep: Class 49 contains 3828 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1027 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3721 members Mstep: Class 54 contains 4011 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 809 members Mstep: Class 57 contains 2240 members Mstep: Class 58 contains 887 members Mstep: Class 59 contains 24642 members Mstep: Class 60 contains 7937 members Mstep: Class 61 contains 2986 members Mstep: Class 62 contains 2284 members Mstep: Class 63 contains 10142 members Mstep: Class 64 contains 3009 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 6734 members Mstep: Class 67 contains 294 members Mstep: Class 68 contains 7347 members Mstep: Class 69 contains 2340 members Mstep: Class 70 contains 25213 members Mstep: Class 71 contains 2638 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1894 members Mstep: Class 75 contains 21153 members Mstep: Class 76 contains 18293 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4790 members Mstep: Class 79 contains 1368 members Mstep: Class 80 contains 924 members Mstep: Class 81 contains 3845 members Mstep: Class 82 contains 1838 members Mstep: Class 83 contains 1871 members Mstep: Class 84 contains 775 members Mstep: Class 85 contains 13129 members Mstep: Class 86 contains 743 members Mstep: Class 87 contains 2189 members Mstep: Class 88 contains 2371 members Mstep: Class 89 contains 5549 members Mstep: Class 90 contains 794 members Mstep: Class 91 contains 5924 members Mstep: Class 92 contains 12117 members Mstep: Class 93 contains 4543 members Mstep: Class 94 contains 1112 members Mstep: Class 95 contains 6905 members Mstep: Class 96 contains 2519 members Mstep: Class 97 contains 5708 members Mstep: Class 98 contains 552 members Mstep: Class 99 contains 5758 members Entering Unmasked Estep ConsiderDeletion Score: -18680404.000000 Penalty: 42461.429688 Iteration 170Q: 100 clusters Score -1.86804e+07 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 21887 members Mstep: Class 5 contains 5126 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 4448 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 8578 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 586 members Mstep: Class 13 contains 5666 members Mstep: Class 14 contains 6959 members Mstep: Class 15 contains 3632 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7133 members Mstep: Class 18 contains 598 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 1762 members Mstep: Class 21 contains 14470 members Mstep: Class 22 contains 1936 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 577 members Mstep: Class 25 contains 240 members Mstep: Class 26 contains 17538 members Mstep: Class 27 contains 862 members Mstep: Class 28 contains 1125 members Mstep: Class 29 contains 7884 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 6625 members Mstep: Class 33 contains 1407 members Mstep: Class 34 contains 863 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3953 members Mstep: Class 37 contains 699 members Mstep: Class 38 contains 1778 members Mstep: Class 39 contains 5736 members Mstep: Class 40 contains 5375 members Mstep: Class 41 contains 2755 members Mstep: Class 42 contains 436 members Mstep: Class 43 contains 3662 members Mstep: Class 44 contains 11651 members Mstep: Class 45 contains 3041 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6859 members Mstep: Class 48 contains 880 members Mstep: Class 49 contains 3828 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1028 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3725 members Mstep: Class 54 contains 4008 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 825 members Mstep: Class 57 contains 2238 members Mstep: Class 58 contains 886 members Mstep: Class 59 contains 24509 members Mstep: Class 60 contains 7941 members Mstep: Class 61 contains 2983 members Mstep: Class 62 contains 2288 members Mstep: Class 63 contains 10129 members Mstep: Class 64 contains 3008 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 6745 members Mstep: Class 67 contains 292 members Mstep: Class 68 contains 7344 members Mstep: Class 69 contains 2354 members Mstep: Class 70 contains 25190 members Mstep: Class 71 contains 2656 members Mstep: Class 72 contains 1130 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1901 members Mstep: Class 75 contains 21217 members Mstep: Class 76 contains 18145 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4818 members Mstep: Class 79 contains 1373 members Mstep: Class 80 contains 924 members Mstep: Class 81 contains 3850 members Mstep: Class 82 contains 1857 members Mstep: Class 83 contains 1866 members Mstep: Class 84 contains 773 members Mstep: Class 85 contains 13177 members Mstep: Class 86 contains 744 members Mstep: Class 87 contains 2248 members Mstep: Class 88 contains 2386 members Mstep: Class 89 contains 5546 members Mstep: Class 90 contains 815 members Mstep: Class 91 contains 5924 members Mstep: Class 92 contains 12256 members Mstep: Class 93 contains 4548 members Mstep: Class 94 contains 1112 members Mstep: Class 95 contains 6933 members Mstep: Class 96 contains 2664 members Mstep: Class 97 contains 5696 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5764 members Entering Unmasked Estep ConsiderDeletion Score: -18680486.000000 Penalty: 42461.429688 Iteration 171Q: 100 clusters Score -1.868049e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 21807 members Mstep: Class 5 contains 5152 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 4493 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 8578 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 5710 members Mstep: Class 14 contains 6956 members Mstep: Class 15 contains 3605 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 7035 members Mstep: Class 18 contains 593 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 1763 members Mstep: Class 21 contains 14417 members Mstep: Class 22 contains 1937 members Mstep: Class 23 contains 2383 members Mstep: Class 24 contains 582 members Mstep: Class 25 contains 242 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 860 members Mstep: Class 28 contains 1125 members Mstep: Class 29 contains 7828 members Mstep: Class 30 contains 434 members Mstep: Class 31 contains 407 members Mstep: Class 32 contains 6568 members Mstep: Class 33 contains 1386 members Mstep: Class 34 contains 859 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3947 members Mstep: Class 37 contains 701 members Mstep: Class 38 contains 1783 members Mstep: Class 39 contains 5735 members Mstep: Class 40 contains 5372 members Mstep: Class 41 contains 2757 members Mstep: Class 42 contains 437 members Mstep: Class 43 contains 3690 members Mstep: Class 44 contains 11657 members Mstep: Class 45 contains 3056 members Mstep: Class 46 contains 304 members Mstep: Class 47 contains 6856 members Mstep: Class 48 contains 880 members Mstep: Class 49 contains 3825 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1029 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3736 members Mstep: Class 54 contains 4008 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 850 members Mstep: Class 57 contains 2236 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 24362 members Mstep: Class 60 contains 7945 members Mstep: Class 61 contains 2983 members Mstep: Class 62 contains 2292 members Mstep: Class 63 contains 10119 members Mstep: Class 64 contains 3005 members Mstep: Class 65 contains 463 members Mstep: Class 66 contains 6751 members Mstep: Class 67 contains 294 members Mstep: Class 68 contains 7336 members Mstep: Class 69 contains 2363 members Mstep: Class 70 contains 25169 members Mstep: Class 71 contains 2678 members Mstep: Class 72 contains 1130 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1905 members Mstep: Class 75 contains 21276 members Mstep: Class 76 contains 18026 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4856 members Mstep: Class 79 contains 1372 members Mstep: Class 80 contains 925 members Mstep: Class 81 contains 3854 members Mstep: Class 82 contains 1874 members Mstep: Class 83 contains 1856 members Mstep: Class 84 contains 773 members Mstep: Class 85 contains 13232 members Mstep: Class 86 contains 745 members Mstep: Class 87 contains 2304 members Mstep: Class 88 contains 2405 members Mstep: Class 89 contains 5548 members Mstep: Class 90 contains 830 members Mstep: Class 91 contains 5927 members Mstep: Class 92 contains 12368 members Mstep: Class 93 contains 4553 members Mstep: Class 94 contains 1112 members Mstep: Class 95 contains 6963 members Mstep: Class 96 contains 2784 members Mstep: Class 97 contains 5687 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5769 members Entering Unmasked Estep ConsiderDeletion Score: -18680648.000000 Penalty: 42461.429688 Iteration 172Q: 100 clusters Score -1.868065e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 21753 members Mstep: Class 5 contains 5182 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 2628 members Mstep: Class 8 contains 4541 members Mstep: Class 9 contains 903 members Mstep: Class 10 contains 8573 members Mstep: Class 11 contains 8556 members Mstep: Class 12 contains 601 members Mstep: Class 13 contains 5748 members Mstep: Class 14 contains 6958 members Mstep: Class 15 contains 3577 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 6919 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 14361 members Mstep: Class 22 contains 1939 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 583 members Mstep: Class 25 contains 245 members Mstep: Class 26 contains 17476 members Mstep: Class 27 contains 858 members Mstep: Class 28 contains 1124 members Mstep: Class 29 contains 7758 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 409 members Mstep: Class 32 contains 6512 members Mstep: Class 33 contains 1365 members Mstep: Class 34 contains 855 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3944 members Mstep: Class 37 contains 706 members Mstep: Class 38 contains 1782 members Mstep: Class 39 contains 5740 members Mstep: Class 40 contains 5368 members Mstep: Class 41 contains 2759 members Mstep: Class 42 contains 437 members Mstep: Class 43 contains 3729 members Mstep: Class 44 contains 11657 members Mstep: Class 45 contains 3073 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6850 members Mstep: Class 48 contains 880 members Mstep: Class 49 contains 3823 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1030 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3743 members Mstep: Class 54 contains 4008 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 870 members Mstep: Class 57 contains 2235 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 24203 members Mstep: Class 60 contains 7950 members Mstep: Class 61 contains 2983 members Mstep: Class 62 contains 2299 members Mstep: Class 63 contains 10107 members Mstep: Class 64 contains 3003 members Mstep: Class 65 contains 463 members Mstep: Class 66 contains 6761 members Mstep: Class 67 contains 294 members Mstep: Class 68 contains 7331 members Mstep: Class 69 contains 2373 members Mstep: Class 70 contains 25152 members Mstep: Class 71 contains 2704 members Mstep: Class 72 contains 1130 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1917 members Mstep: Class 75 contains 21327 members Mstep: Class 76 contains 17952 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4881 members Mstep: Class 79 contains 1374 members Mstep: Class 80 contains 927 members Mstep: Class 81 contains 3855 members Mstep: Class 82 contains 1894 members Mstep: Class 83 contains 1847 members Mstep: Class 84 contains 772 members Mstep: Class 85 contains 13285 members Mstep: Class 86 contains 747 members Mstep: Class 87 contains 2367 members Mstep: Class 88 contains 2425 members Mstep: Class 89 contains 5547 members Mstep: Class 90 contains 852 members Mstep: Class 91 contains 5929 members Mstep: Class 92 contains 12453 members Mstep: Class 93 contains 4555 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7000 members Mstep: Class 96 contains 2869 members Mstep: Class 97 contains 5676 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5774 members Entering Unmasked Estep ConsiderDeletion Score: -18680876.000000 Penalty: 42461.429688 Iteration 173Q: 100 clusters Score -1.868088e+07 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 21708 members Mstep: Class 5 contains 5200 members Mstep: Class 6 contains 300 members Mstep: Class 7 contains 2630 members Mstep: Class 8 contains 4583 members Mstep: Class 9 contains 902 members Mstep: Class 10 contains 8568 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 611 members Mstep: Class 13 contains 5795 members Mstep: Class 14 contains 6960 members Mstep: Class 15 contains 3543 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 6786 members Mstep: Class 18 contains 591 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 1769 members Mstep: Class 21 contains 14319 members Mstep: Class 22 contains 1940 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 586 members Mstep: Class 25 contains 246 members Mstep: Class 26 contains 17447 members Mstep: Class 27 contains 854 members Mstep: Class 28 contains 1122 members Mstep: Class 29 contains 7694 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 413 members Mstep: Class 32 contains 6455 members Mstep: Class 33 contains 1341 members Mstep: Class 34 contains 854 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3944 members Mstep: Class 37 contains 708 members Mstep: Class 38 contains 1781 members Mstep: Class 39 contains 5744 members Mstep: Class 40 contains 5365 members Mstep: Class 41 contains 2759 members Mstep: Class 42 contains 437 members Mstep: Class 43 contains 3769 members Mstep: Class 44 contains 11654 members Mstep: Class 45 contains 3093 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6840 members Mstep: Class 48 contains 880 members Mstep: Class 49 contains 3824 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1031 members Mstep: Class 52 contains 1287 members Mstep: Class 53 contains 3757 members Mstep: Class 54 contains 4006 members Mstep: Class 55 contains 922 members Mstep: Class 56 contains 888 members Mstep: Class 57 contains 2232 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 24035 members Mstep: Class 60 contains 7957 members Mstep: Class 61 contains 2978 members Mstep: Class 62 contains 2300 members Mstep: Class 63 contains 10100 members Mstep: Class 64 contains 3000 members Mstep: Class 65 contains 463 members Mstep: Class 66 contains 6776 members Mstep: Class 67 contains 294 members Mstep: Class 68 contains 7326 members Mstep: Class 69 contains 2389 members Mstep: Class 70 contains 25129 members Mstep: Class 71 contains 2727 members Mstep: Class 72 contains 1129 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1926 members Mstep: Class 75 contains 21372 members Mstep: Class 76 contains 17893 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4906 members Mstep: Class 79 contains 1370 members Mstep: Class 80 contains 929 members Mstep: Class 81 contains 3855 members Mstep: Class 82 contains 1916 members Mstep: Class 83 contains 1834 members Mstep: Class 84 contains 771 members Mstep: Class 85 contains 13339 members Mstep: Class 86 contains 758 members Mstep: Class 87 contains 2449 members Mstep: Class 88 contains 2453 members Mstep: Class 89 contains 5545 members Mstep: Class 90 contains 876 members Mstep: Class 91 contains 5931 members Mstep: Class 92 contains 12529 members Mstep: Class 93 contains 4557 members Mstep: Class 94 contains 1111 members Mstep: Class 95 contains 7037 members Mstep: Class 96 contains 2937 members Mstep: Class 97 contains 5663 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5780 members Entering Unmasked Estep ConsiderDeletion Score: -18681006.000000 Penalty: 42461.429688 Iteration 174Q: 100 clusters Score -1.868101e+07 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21659 members Mstep: Class 5 contains 5217 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2628 members Mstep: Class 8 contains 4631 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 8560 members Mstep: Class 11 contains 8556 members Mstep: Class 12 contains 621 members Mstep: Class 13 contains 5832 members Mstep: Class 14 contains 6972 members Mstep: Class 15 contains 3517 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 6666 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1774 members Mstep: Class 21 contains 14275 members Mstep: Class 22 contains 1947 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 590 members Mstep: Class 25 contains 248 members Mstep: Class 26 contains 17420 members Mstep: Class 27 contains 851 members Mstep: Class 28 contains 1117 members Mstep: Class 29 contains 7632 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 417 members Mstep: Class 32 contains 6388 members Mstep: Class 33 contains 1315 members Mstep: Class 34 contains 853 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3944 members Mstep: Class 37 contains 709 members Mstep: Class 38 contains 1778 members Mstep: Class 39 contains 5748 members Mstep: Class 40 contains 5367 members Mstep: Class 41 contains 2757 members Mstep: Class 42 contains 437 members Mstep: Class 43 contains 3798 members Mstep: Class 44 contains 11648 members Mstep: Class 45 contains 3116 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6837 members Mstep: Class 48 contains 883 members Mstep: Class 49 contains 3823 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1031 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3768 members Mstep: Class 54 contains 4004 members Mstep: Class 55 contains 923 members Mstep: Class 56 contains 908 members Mstep: Class 57 contains 2224 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 23879 members Mstep: Class 60 contains 7962 members Mstep: Class 61 contains 2973 members Mstep: Class 62 contains 2303 members Mstep: Class 63 contains 10091 members Mstep: Class 64 contains 2999 members Mstep: Class 65 contains 464 members Mstep: Class 66 contains 6790 members Mstep: Class 67 contains 296 members Mstep: Class 68 contains 7327 members Mstep: Class 69 contains 2398 members Mstep: Class 70 contains 25111 members Mstep: Class 71 contains 2741 members Mstep: Class 72 contains 1128 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1930 members Mstep: Class 75 contains 21420 members Mstep: Class 76 contains 17843 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4928 members Mstep: Class 79 contains 1365 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3857 members Mstep: Class 82 contains 1931 members Mstep: Class 83 contains 1822 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13391 members Mstep: Class 86 contains 768 members Mstep: Class 87 contains 2546 members Mstep: Class 88 contains 2478 members Mstep: Class 89 contains 5544 members Mstep: Class 90 contains 894 members Mstep: Class 91 contains 5933 members Mstep: Class 92 contains 12615 members Mstep: Class 93 contains 4559 members Mstep: Class 94 contains 1112 members Mstep: Class 95 contains 7063 members Mstep: Class 96 contains 2993 members Mstep: Class 97 contains 5646 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5780 members Entering Unmasked Estep ConsiderDeletion Score: -18681258.000000 Penalty: 42461.429688 Iteration 175Q: 100 clusters Score -1.868126e+07 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3287 members Mstep: Class 4 contains 21604 members Mstep: Class 5 contains 5240 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 4678 members Mstep: Class 9 contains 910 members Mstep: Class 10 contains 8555 members Mstep: Class 11 contains 8557 members Mstep: Class 12 contains 627 members Mstep: Class 13 contains 5859 members Mstep: Class 14 contains 6988 members Mstep: Class 15 contains 3498 members Mstep: Class 16 contains 561 members Mstep: Class 17 contains 6555 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 1779 members Mstep: Class 21 contains 14237 members Mstep: Class 22 contains 1951 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 592 members Mstep: Class 25 contains 253 members Mstep: Class 26 contains 17387 members Mstep: Class 27 contains 847 members Mstep: Class 28 contains 1114 members Mstep: Class 29 contains 7565 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 420 members Mstep: Class 32 contains 6313 members Mstep: Class 33 contains 1292 members Mstep: Class 34 contains 853 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3942 members Mstep: Class 37 contains 711 members Mstep: Class 38 contains 1779 members Mstep: Class 39 contains 5750 members Mstep: Class 40 contains 5368 members Mstep: Class 41 contains 2756 members Mstep: Class 42 contains 437 members Mstep: Class 43 contains 3831 members Mstep: Class 44 contains 11644 members Mstep: Class 45 contains 3141 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6836 members Mstep: Class 48 contains 884 members Mstep: Class 49 contains 3821 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1033 members Mstep: Class 52 contains 1283 members Mstep: Class 53 contains 3785 members Mstep: Class 54 contains 4005 members Mstep: Class 55 contains 924 members Mstep: Class 56 contains 923 members Mstep: Class 57 contains 2218 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 23738 members Mstep: Class 60 contains 7965 members Mstep: Class 61 contains 2965 members Mstep: Class 62 contains 2304 members Mstep: Class 63 contains 10086 members Mstep: Class 64 contains 2996 members Mstep: Class 65 contains 466 members Mstep: Class 66 contains 6801 members Mstep: Class 67 contains 295 members Mstep: Class 68 contains 7329 members Mstep: Class 69 contains 2408 members Mstep: Class 70 contains 25094 members Mstep: Class 71 contains 2754 members Mstep: Class 72 contains 1127 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1942 members Mstep: Class 75 contains 21478 members Mstep: Class 76 contains 17803 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4954 members Mstep: Class 79 contains 1366 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3858 members Mstep: Class 82 contains 1940 members Mstep: Class 83 contains 1807 members Mstep: Class 84 contains 770 members Mstep: Class 85 contains 13439 members Mstep: Class 86 contains 770 members Mstep: Class 87 contains 2637 members Mstep: Class 88 contains 2498 members Mstep: Class 89 contains 5543 members Mstep: Class 90 contains 915 members Mstep: Class 91 contains 5935 members Mstep: Class 92 contains 12684 members Mstep: Class 93 contains 4560 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7088 members Mstep: Class 96 contains 3035 members Mstep: Class 97 contains 5625 members Mstep: Class 98 contains 553 members Mstep: Class 99 contains 5781 members Entering Unmasked Estep ConsiderDeletion Score: -18681378.000000 Penalty: 42461.429688 Iteration 176Q: 100 clusters Score -1.868138e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3290 members Mstep: Class 4 contains 21555 members Mstep: Class 5 contains 5257 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2630 members Mstep: Class 8 contains 4732 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 8549 members Mstep: Class 11 contains 8558 members Mstep: Class 12 contains 635 members Mstep: Class 13 contains 5895 members Mstep: Class 14 contains 7004 members Mstep: Class 15 contains 3479 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6446 members Mstep: Class 18 contains 593 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 1783 members Mstep: Class 21 contains 14202 members Mstep: Class 22 contains 1952 members Mstep: Class 23 contains 2389 members Mstep: Class 24 contains 593 members Mstep: Class 25 contains 252 members Mstep: Class 26 contains 17356 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1112 members Mstep: Class 29 contains 7495 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 423 members Mstep: Class 32 contains 6239 members Mstep: Class 33 contains 1279 members Mstep: Class 34 contains 853 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3942 members Mstep: Class 37 contains 711 members Mstep: Class 38 contains 1780 members Mstep: Class 39 contains 5756 members Mstep: Class 40 contains 5369 members Mstep: Class 41 contains 2757 members Mstep: Class 42 contains 438 members Mstep: Class 43 contains 3870 members Mstep: Class 44 contains 11638 members Mstep: Class 45 contains 3160 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6836 members Mstep: Class 48 contains 886 members Mstep: Class 49 contains 3817 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1035 members Mstep: Class 52 contains 1286 members Mstep: Class 53 contains 3801 members Mstep: Class 54 contains 4007 members Mstep: Class 55 contains 924 members Mstep: Class 56 contains 941 members Mstep: Class 57 contains 2214 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 23600 members Mstep: Class 60 contains 7968 members Mstep: Class 61 contains 2961 members Mstep: Class 62 contains 2307 members Mstep: Class 63 contains 10080 members Mstep: Class 64 contains 3000 members Mstep: Class 65 contains 467 members Mstep: Class 66 contains 6813 members Mstep: Class 67 contains 298 members Mstep: Class 68 contains 7332 members Mstep: Class 69 contains 2421 members Mstep: Class 70 contains 25076 members Mstep: Class 71 contains 2761 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1950 members Mstep: Class 75 contains 21522 members Mstep: Class 76 contains 17758 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4974 members Mstep: Class 79 contains 1378 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3860 members Mstep: Class 82 contains 1951 members Mstep: Class 83 contains 1800 members Mstep: Class 84 contains 767 members Mstep: Class 85 contains 13488 members Mstep: Class 86 contains 770 members Mstep: Class 87 contains 2716 members Mstep: Class 88 contains 2505 members Mstep: Class 89 contains 5546 members Mstep: Class 90 contains 935 members Mstep: Class 91 contains 5935 members Mstep: Class 92 contains 12744 members Mstep: Class 93 contains 4560 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7100 members Mstep: Class 96 contains 3081 members Mstep: Class 97 contains 5608 members Mstep: Class 98 contains 554 members Mstep: Class 99 contains 5781 members Entering Unmasked Estep ConsiderDeletion Score: -18681540.000000 Penalty: 42461.429688 Iteration 177Q: 100 clusters Score -1.868154e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21517 members Mstep: Class 5 contains 5281 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 4781 members Mstep: Class 9 contains 909 members Mstep: Class 10 contains 8542 members Mstep: Class 11 contains 8559 members Mstep: Class 12 contains 640 members Mstep: Class 13 contains 5938 members Mstep: Class 14 contains 7020 members Mstep: Class 15 contains 3460 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6375 members Mstep: Class 18 contains 592 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 1786 members Mstep: Class 21 contains 14169 members Mstep: Class 22 contains 1952 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 593 members Mstep: Class 25 contains 251 members Mstep: Class 26 contains 17332 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 1110 members Mstep: Class 29 contains 7432 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 429 members Mstep: Class 32 contains 6168 members Mstep: Class 33 contains 1270 members Mstep: Class 34 contains 852 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3940 members Mstep: Class 37 contains 711 members Mstep: Class 38 contains 1782 members Mstep: Class 39 contains 5759 members Mstep: Class 40 contains 5371 members Mstep: Class 41 contains 2755 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 3917 members Mstep: Class 44 contains 11633 members Mstep: Class 45 contains 3184 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6840 members Mstep: Class 48 contains 889 members Mstep: Class 49 contains 3816 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1037 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3807 members Mstep: Class 54 contains 4007 members Mstep: Class 55 contains 926 members Mstep: Class 56 contains 963 members Mstep: Class 57 contains 2206 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 23455 members Mstep: Class 60 contains 7968 members Mstep: Class 61 contains 2958 members Mstep: Class 62 contains 2309 members Mstep: Class 63 contains 10074 members Mstep: Class 64 contains 2994 members Mstep: Class 65 contains 467 members Mstep: Class 66 contains 6826 members Mstep: Class 67 contains 298 members Mstep: Class 68 contains 7334 members Mstep: Class 69 contains 2433 members Mstep: Class 70 contains 25055 members Mstep: Class 71 contains 2766 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1954 members Mstep: Class 75 contains 21570 members Mstep: Class 76 contains 17740 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 4993 members Mstep: Class 79 contains 1389 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3861 members Mstep: Class 82 contains 1962 members Mstep: Class 83 contains 1793 members Mstep: Class 84 contains 767 members Mstep: Class 85 contains 13511 members Mstep: Class 86 contains 771 members Mstep: Class 87 contains 2789 members Mstep: Class 88 contains 2513 members Mstep: Class 89 contains 5545 members Mstep: Class 90 contains 945 members Mstep: Class 91 contains 5938 members Mstep: Class 92 contains 12804 members Mstep: Class 93 contains 4561 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7111 members Mstep: Class 96 contains 3102 members Mstep: Class 97 contains 5591 members Mstep: Class 98 contains 554 members Mstep: Class 99 contains 5784 members Entering Unmasked Estep ConsiderDeletion Score: -18681634.000000 Penalty: 42461.429688 Iteration 178Q: 100 clusters Score -1.868163e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21486 members Mstep: Class 5 contains 5320 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2622 members Mstep: Class 8 contains 4824 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 8540 members Mstep: Class 11 contains 8557 members Mstep: Class 12 contains 644 members Mstep: Class 13 contains 5977 members Mstep: Class 14 contains 7038 members Mstep: Class 15 contains 3442 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6308 members Mstep: Class 18 contains 588 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 1792 members Mstep: Class 21 contains 14131 members Mstep: Class 22 contains 1952 members Mstep: Class 23 contains 2386 members Mstep: Class 24 contains 593 members Mstep: Class 25 contains 253 members Mstep: Class 26 contains 17321 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 1106 members Mstep: Class 29 contains 7378 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 433 members Mstep: Class 32 contains 6097 members Mstep: Class 33 contains 1261 members Mstep: Class 34 contains 852 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3940 members Mstep: Class 37 contains 712 members Mstep: Class 38 contains 1784 members Mstep: Class 39 contains 5763 members Mstep: Class 40 contains 5372 members Mstep: Class 41 contains 2751 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 3947 members Mstep: Class 44 contains 11630 members Mstep: Class 45 contains 3201 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6842 members Mstep: Class 48 contains 889 members Mstep: Class 49 contains 3816 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1041 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3809 members Mstep: Class 54 contains 4004 members Mstep: Class 55 contains 926 members Mstep: Class 56 contains 977 members Mstep: Class 57 contains 2199 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 23322 members Mstep: Class 60 contains 7968 members Mstep: Class 61 contains 2959 members Mstep: Class 62 contains 2310 members Mstep: Class 63 contains 10068 members Mstep: Class 64 contains 3000 members Mstep: Class 65 contains 468 members Mstep: Class 66 contains 6836 members Mstep: Class 67 contains 299 members Mstep: Class 68 contains 7334 members Mstep: Class 69 contains 2443 members Mstep: Class 70 contains 25038 members Mstep: Class 71 contains 2774 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1956 members Mstep: Class 75 contains 21611 members Mstep: Class 76 contains 17723 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5003 members Mstep: Class 79 contains 1392 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3860 members Mstep: Class 82 contains 1970 members Mstep: Class 83 contains 1784 members Mstep: Class 84 contains 767 members Mstep: Class 85 contains 13537 members Mstep: Class 86 contains 773 members Mstep: Class 87 contains 2851 members Mstep: Class 88 contains 2517 members Mstep: Class 89 contains 5543 members Mstep: Class 90 contains 962 members Mstep: Class 91 contains 5939 members Mstep: Class 92 contains 12859 members Mstep: Class 93 contains 4563 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7119 members Mstep: Class 96 contains 3123 members Mstep: Class 97 contains 5580 members Mstep: Class 98 contains 556 members Mstep: Class 99 contains 5788 members Entering Unmasked Estep ConsiderDeletion Score: -18681798.000000 Penalty: 42461.429688 Iteration 179Q: 100 clusters Score -1.86818e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 21452 members Mstep: Class 5 contains 5356 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 4869 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 8532 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 647 members Mstep: Class 13 contains 6007 members Mstep: Class 14 contains 7058 members Mstep: Class 15 contains 3428 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6261 members Mstep: Class 18 contains 587 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 1796 members Mstep: Class 21 contains 14077 members Mstep: Class 22 contains 1955 members Mstep: Class 23 contains 2386 members Mstep: Class 24 contains 594 members Mstep: Class 25 contains 255 members Mstep: Class 26 contains 17310 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 1104 members Mstep: Class 29 contains 7326 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 437 members Mstep: Class 32 contains 6037 members Mstep: Class 33 contains 1249 members Mstep: Class 34 contains 853 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3939 members Mstep: Class 37 contains 714 members Mstep: Class 38 contains 1783 members Mstep: Class 39 contains 5766 members Mstep: Class 40 contains 5371 members Mstep: Class 41 contains 2753 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 3979 members Mstep: Class 44 contains 11629 members Mstep: Class 45 contains 3215 members Mstep: Class 46 contains 302 members Mstep: Class 47 contains 6843 members Mstep: Class 48 contains 889 members Mstep: Class 49 contains 3815 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1046 members Mstep: Class 52 contains 1287 members Mstep: Class 53 contains 3807 members Mstep: Class 54 contains 4004 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 988 members Mstep: Class 57 contains 2193 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 23169 members Mstep: Class 60 contains 7970 members Mstep: Class 61 contains 2959 members Mstep: Class 62 contains 2311 members Mstep: Class 63 contains 10064 members Mstep: Class 64 contains 3010 members Mstep: Class 65 contains 468 members Mstep: Class 66 contains 6840 members Mstep: Class 67 contains 301 members Mstep: Class 68 contains 7330 members Mstep: Class 69 contains 2449 members Mstep: Class 70 contains 25026 members Mstep: Class 71 contains 2781 members Mstep: Class 72 contains 1126 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1953 members Mstep: Class 75 contains 21659 members Mstep: Class 76 contains 17710 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5017 members Mstep: Class 79 contains 1390 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3859 members Mstep: Class 82 contains 1979 members Mstep: Class 83 contains 1779 members Mstep: Class 84 contains 766 members Mstep: Class 85 contains 13575 members Mstep: Class 86 contains 774 members Mstep: Class 87 contains 2903 members Mstep: Class 88 contains 2519 members Mstep: Class 89 contains 5541 members Mstep: Class 90 contains 972 members Mstep: Class 91 contains 5941 members Mstep: Class 92 contains 12912 members Mstep: Class 93 contains 4565 members Mstep: Class 94 contains 1113 members Mstep: Class 95 contains 7141 members Mstep: Class 96 contains 3137 members Mstep: Class 97 contains 5569 members Mstep: Class 98 contains 558 members Mstep: Class 99 contains 5789 members Entering Unmasked Estep ConsiderDeletion Score: -18681772.000000 Penalty: 42461.429688 Iteration 180F: 100 clusters Score -1.868177e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21425 members Mstep: Class 5 contains 5386 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 4923 members Mstep: Class 9 contains 919 members Mstep: Class 10 contains 8523 members Mstep: Class 11 contains 8554 members Mstep: Class 12 contains 650 members Mstep: Class 13 contains 6038 members Mstep: Class 14 contains 7077 members Mstep: Class 15 contains 3411 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6222 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 1800 members Mstep: Class 21 contains 14040 members Mstep: Class 22 contains 1955 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 595 members Mstep: Class 25 contains 255 members Mstep: Class 26 contains 17289 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 1101 members Mstep: Class 29 contains 7253 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 5964 members Mstep: Class 33 contains 1225 members Mstep: Class 34 contains 852 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3941 members Mstep: Class 37 contains 720 members Mstep: Class 38 contains 1782 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5369 members Mstep: Class 41 contains 2756 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4025 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3227 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6843 members Mstep: Class 48 contains 889 members Mstep: Class 49 contains 3812 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1055 members Mstep: Class 52 contains 1287 members Mstep: Class 53 contains 3807 members Mstep: Class 54 contains 4004 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 1004 members Mstep: Class 57 contains 2183 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 23030 members Mstep: Class 60 contains 7972 members Mstep: Class 61 contains 2956 members Mstep: Class 62 contains 2315 members Mstep: Class 63 contains 10060 members Mstep: Class 64 contains 3019 members Mstep: Class 65 contains 468 members Mstep: Class 66 contains 6843 members Mstep: Class 67 contains 300 members Mstep: Class 68 contains 7330 members Mstep: Class 69 contains 2458 members Mstep: Class 70 contains 25012 members Mstep: Class 71 contains 2786 members Mstep: Class 72 contains 1125 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1958 members Mstep: Class 75 contains 21714 members Mstep: Class 76 contains 17701 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5040 members Mstep: Class 79 contains 1382 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3859 members Mstep: Class 82 contains 1989 members Mstep: Class 83 contains 1770 members Mstep: Class 84 contains 768 members Mstep: Class 85 contains 13600 members Mstep: Class 86 contains 779 members Mstep: Class 87 contains 2951 members Mstep: Class 88 contains 2536 members Mstep: Class 89 contains 5542 members Mstep: Class 90 contains 986 members Mstep: Class 91 contains 5941 members Mstep: Class 92 contains 12954 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7157 members Mstep: Class 96 contains 3144 members Mstep: Class 97 contains 5561 members Mstep: Class 98 contains 559 members Mstep: Class 99 contains 5789 members Entering Unmasked Estep ConsiderDeletion Score: -18681906.000000 Penalty: 42461.429688 Iteration 181Q: 100 clusters Score -1.868191e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21391 members Mstep: Class 5 contains 5420 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 4975 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 8517 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 656 members Mstep: Class 13 contains 6062 members Mstep: Class 14 contains 7086 members Mstep: Class 15 contains 3400 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6192 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 1802 members Mstep: Class 21 contains 14009 members Mstep: Class 22 contains 1961 members Mstep: Class 23 contains 2389 members Mstep: Class 24 contains 596 members Mstep: Class 25 contains 255 members Mstep: Class 26 contains 17265 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 7190 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 5902 members Mstep: Class 33 contains 1208 members Mstep: Class 34 contains 851 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3941 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1783 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5367 members Mstep: Class 41 contains 2757 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4057 members Mstep: Class 44 contains 11624 members Mstep: Class 45 contains 3240 members Mstep: Class 46 contains 303 members Mstep: Class 47 contains 6847 members Mstep: Class 48 contains 888 members Mstep: Class 49 contains 3810 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1066 members Mstep: Class 52 contains 1286 members Mstep: Class 53 contains 3810 members Mstep: Class 54 contains 4003 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 1016 members Mstep: Class 57 contains 2175 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 22906 members Mstep: Class 60 contains 7972 members Mstep: Class 61 contains 2955 members Mstep: Class 62 contains 2315 members Mstep: Class 63 contains 10059 members Mstep: Class 64 contains 3020 members Mstep: Class 65 contains 468 members Mstep: Class 66 contains 6846 members Mstep: Class 67 contains 299 members Mstep: Class 68 contains 7324 members Mstep: Class 69 contains 2461 members Mstep: Class 70 contains 25002 members Mstep: Class 71 contains 2801 members Mstep: Class 72 contains 1124 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1964 members Mstep: Class 75 contains 21771 members Mstep: Class 76 contains 17693 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5066 members Mstep: Class 79 contains 1374 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3859 members Mstep: Class 82 contains 1995 members Mstep: Class 83 contains 1763 members Mstep: Class 84 contains 770 members Mstep: Class 85 contains 13634 members Mstep: Class 86 contains 778 members Mstep: Class 87 contains 2990 members Mstep: Class 88 contains 2548 members Mstep: Class 89 contains 5539 members Mstep: Class 90 contains 988 members Mstep: Class 91 contains 5942 members Mstep: Class 92 contains 12987 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7182 members Mstep: Class 96 contains 3153 members Mstep: Class 97 contains 5551 members Mstep: Class 98 contains 559 members Mstep: Class 99 contains 5786 members Entering Unmasked Estep ConsiderDeletion Score: -18682010.000000 Penalty: 42461.429688 Iteration 182Q: 100 clusters Score -1.868201e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21376 members Mstep: Class 5 contains 5455 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2618 members Mstep: Class 8 contains 5015 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 8510 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 663 members Mstep: Class 13 contains 6089 members Mstep: Class 14 contains 7091 members Mstep: Class 15 contains 3391 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6167 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 1802 members Mstep: Class 21 contains 13981 members Mstep: Class 22 contains 1968 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 597 members Mstep: Class 25 contains 255 members Mstep: Class 26 contains 17238 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 7132 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 440 members Mstep: Class 32 contains 5856 members Mstep: Class 33 contains 1196 members Mstep: Class 34 contains 850 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3942 members Mstep: Class 37 contains 736 members Mstep: Class 38 contains 1783 members Mstep: Class 39 contains 5769 members Mstep: Class 40 contains 5366 members Mstep: Class 41 contains 2756 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4078 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 304 members Mstep: Class 47 contains 6849 members Mstep: Class 48 contains 887 members Mstep: Class 49 contains 3810 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1078 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3810 members Mstep: Class 54 contains 3997 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 1028 members Mstep: Class 57 contains 2169 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 22792 members Mstep: Class 60 contains 7972 members Mstep: Class 61 contains 2950 members Mstep: Class 62 contains 2316 members Mstep: Class 63 contains 10054 members Mstep: Class 64 contains 3017 members Mstep: Class 65 contains 470 members Mstep: Class 66 contains 6851 members Mstep: Class 67 contains 297 members Mstep: Class 68 contains 7323 members Mstep: Class 69 contains 2462 members Mstep: Class 70 contains 24983 members Mstep: Class 71 contains 2806 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1977 members Mstep: Class 75 contains 21813 members Mstep: Class 76 contains 17689 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5091 members Mstep: Class 79 contains 1369 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3860 members Mstep: Class 82 contains 2002 members Mstep: Class 83 contains 1755 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13665 members Mstep: Class 86 contains 774 members Mstep: Class 87 contains 3010 members Mstep: Class 88 contains 2559 members Mstep: Class 89 contains 5537 members Mstep: Class 90 contains 998 members Mstep: Class 91 contains 5942 members Mstep: Class 92 contains 13029 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7201 members Mstep: Class 96 contains 3159 members Mstep: Class 97 contains 5547 members Mstep: Class 98 contains 559 members Mstep: Class 99 contains 5787 members Entering Unmasked Estep ConsiderDeletion Score: -18682110.000000 Penalty: 42461.429688 Iteration 183Q: 100 clusters Score -1.868211e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21359 members Mstep: Class 5 contains 5479 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2618 members Mstep: Class 8 contains 5043 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 8501 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 667 members Mstep: Class 13 contains 6114 members Mstep: Class 14 contains 7099 members Mstep: Class 15 contains 3385 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6158 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 1802 members Mstep: Class 21 contains 13947 members Mstep: Class 22 contains 1980 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 598 members Mstep: Class 25 contains 254 members Mstep: Class 26 contains 17225 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 7079 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 445 members Mstep: Class 32 contains 5810 members Mstep: Class 33 contains 1195 members Mstep: Class 34 contains 849 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3946 members Mstep: Class 37 contains 749 members Mstep: Class 38 contains 1785 members Mstep: Class 39 contains 5766 members Mstep: Class 40 contains 5366 members Mstep: Class 41 contains 2756 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4090 members Mstep: Class 44 contains 11630 members Mstep: Class 45 contains 3252 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 6851 members Mstep: Class 48 contains 891 members Mstep: Class 49 contains 3810 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1091 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3810 members Mstep: Class 54 contains 4000 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 1034 members Mstep: Class 57 contains 2163 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 22676 members Mstep: Class 60 contains 7972 members Mstep: Class 61 contains 2940 members Mstep: Class 62 contains 2314 members Mstep: Class 63 contains 10050 members Mstep: Class 64 contains 3006 members Mstep: Class 65 contains 470 members Mstep: Class 66 contains 6856 members Mstep: Class 67 contains 297 members Mstep: Class 68 contains 7319 members Mstep: Class 69 contains 2471 members Mstep: Class 70 contains 24970 members Mstep: Class 71 contains 2809 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1982 members Mstep: Class 75 contains 21849 members Mstep: Class 76 contains 17685 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5100 members Mstep: Class 79 contains 1368 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3861 members Mstep: Class 82 contains 2008 members Mstep: Class 83 contains 1745 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13700 members Mstep: Class 86 contains 773 members Mstep: Class 87 contains 3034 members Mstep: Class 88 contains 2566 members Mstep: Class 89 contains 5536 members Mstep: Class 90 contains 1007 members Mstep: Class 91 contains 5942 members Mstep: Class 92 contains 13060 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7230 members Mstep: Class 96 contains 3163 members Mstep: Class 97 contains 5543 members Mstep: Class 98 contains 560 members Mstep: Class 99 contains 5782 members Entering Unmasked Estep ConsiderDeletion Score: -18682138.000000 Penalty: 42461.429688 Iteration 184Q: 100 clusters Score -1.868214e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21342 members Mstep: Class 5 contains 5513 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5075 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 8492 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 670 members Mstep: Class 13 contains 6141 members Mstep: Class 14 contains 7100 members Mstep: Class 15 contains 3377 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6155 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 1803 members Mstep: Class 21 contains 13914 members Mstep: Class 22 contains 1991 members Mstep: Class 23 contains 2389 members Mstep: Class 24 contains 600 members Mstep: Class 25 contains 254 members Mstep: Class 26 contains 17214 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 7020 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 451 members Mstep: Class 32 contains 5767 members Mstep: Class 33 contains 1188 members Mstep: Class 34 contains 846 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3945 members Mstep: Class 37 contains 761 members Mstep: Class 38 contains 1784 members Mstep: Class 39 contains 5766 members Mstep: Class 40 contains 5367 members Mstep: Class 41 contains 2756 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4099 members Mstep: Class 44 contains 11631 members Mstep: Class 45 contains 3259 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 6846 members Mstep: Class 48 contains 893 members Mstep: Class 49 contains 3810 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1101 members Mstep: Class 52 contains 1279 members Mstep: Class 53 contains 3811 members Mstep: Class 54 contains 3997 members Mstep: Class 55 contains 929 members Mstep: Class 56 contains 1038 members Mstep: Class 57 contains 2160 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 22554 members Mstep: Class 60 contains 7972 members Mstep: Class 61 contains 2930 members Mstep: Class 62 contains 2314 members Mstep: Class 63 contains 10047 members Mstep: Class 64 contains 2996 members Mstep: Class 65 contains 471 members Mstep: Class 66 contains 6862 members Mstep: Class 67 contains 297 members Mstep: Class 68 contains 7315 members Mstep: Class 69 contains 2487 members Mstep: Class 70 contains 24959 members Mstep: Class 71 contains 2808 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1982 members Mstep: Class 75 contains 21890 members Mstep: Class 76 contains 17684 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5114 members Mstep: Class 79 contains 1373 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3863 members Mstep: Class 82 contains 2010 members Mstep: Class 83 contains 1736 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13734 members Mstep: Class 86 contains 775 members Mstep: Class 87 contains 3063 members Mstep: Class 88 contains 2573 members Mstep: Class 89 contains 5537 members Mstep: Class 90 contains 1012 members Mstep: Class 91 contains 5943 members Mstep: Class 92 contains 13087 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7258 members Mstep: Class 96 contains 3163 members Mstep: Class 97 contains 5539 members Mstep: Class 98 contains 561 members Mstep: Class 99 contains 5776 members Entering Unmasked Estep ConsiderDeletion Score: -18682192.000000 Penalty: 42461.429688 Iteration 185Q: 100 clusters Score -1.868219e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21329 members Mstep: Class 5 contains 5545 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 5106 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 8486 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 6174 members Mstep: Class 14 contains 7097 members Mstep: Class 15 contains 3367 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6157 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 1803 members Mstep: Class 21 contains 13879 members Mstep: Class 22 contains 2006 members Mstep: Class 23 contains 2390 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 255 members Mstep: Class 26 contains 17205 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 6963 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 457 members Mstep: Class 32 contains 5708 members Mstep: Class 33 contains 1181 members Mstep: Class 34 contains 845 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3944 members Mstep: Class 37 contains 773 members Mstep: Class 38 contains 1783 members Mstep: Class 39 contains 5765 members Mstep: Class 40 contains 5364 members Mstep: Class 41 contains 2755 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4107 members Mstep: Class 44 contains 11629 members Mstep: Class 45 contains 3266 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 6847 members Mstep: Class 48 contains 896 members Mstep: Class 49 contains 3807 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1112 members Mstep: Class 52 contains 1278 members Mstep: Class 53 contains 3813 members Mstep: Class 54 contains 3996 members Mstep: Class 55 contains 928 members Mstep: Class 56 contains 1041 members Mstep: Class 57 contains 2155 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 22411 members Mstep: Class 60 contains 7973 members Mstep: Class 61 contains 2921 members Mstep: Class 62 contains 2313 members Mstep: Class 63 contains 10045 members Mstep: Class 64 contains 2990 members Mstep: Class 65 contains 473 members Mstep: Class 66 contains 6868 members Mstep: Class 67 contains 298 members Mstep: Class 68 contains 7311 members Mstep: Class 69 contains 2502 members Mstep: Class 70 contains 24943 members Mstep: Class 71 contains 2809 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1981 members Mstep: Class 75 contains 21935 members Mstep: Class 76 contains 17684 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5125 members Mstep: Class 79 contains 1377 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3865 members Mstep: Class 82 contains 2015 members Mstep: Class 83 contains 1729 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13779 members Mstep: Class 86 contains 781 members Mstep: Class 87 contains 3090 members Mstep: Class 88 contains 2583 members Mstep: Class 89 contains 5535 members Mstep: Class 90 contains 1013 members Mstep: Class 91 contains 5945 members Mstep: Class 92 contains 13116 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7289 members Mstep: Class 96 contains 3163 members Mstep: Class 97 contains 5537 members Mstep: Class 98 contains 565 members Mstep: Class 99 contains 5770 members Entering Unmasked Estep ConsiderDeletion Score: -18682272.000000 Penalty: 42461.429688 Iteration 186Q: 100 clusters Score -1.868227e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21307 members Mstep: Class 5 contains 5581 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2626 members Mstep: Class 8 contains 5147 members Mstep: Class 9 contains 919 members Mstep: Class 10 contains 8478 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 684 members Mstep: Class 13 contains 6201 members Mstep: Class 14 contains 7095 members Mstep: Class 15 contains 3362 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6161 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1805 members Mstep: Class 21 contains 13840 members Mstep: Class 22 contains 2024 members Mstep: Class 23 contains 2388 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 257 members Mstep: Class 26 contains 17197 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 6904 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 459 members Mstep: Class 32 contains 5641 members Mstep: Class 33 contains 1174 members Mstep: Class 34 contains 844 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3941 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1784 members Mstep: Class 39 contains 5768 members Mstep: Class 40 contains 5361 members Mstep: Class 41 contains 2753 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4107 members Mstep: Class 44 contains 11629 members Mstep: Class 45 contains 3266 members Mstep: Class 46 contains 305 members Mstep: Class 47 contains 6848 members Mstep: Class 48 contains 897 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1122 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3817 members Mstep: Class 54 contains 3993 members Mstep: Class 55 contains 926 members Mstep: Class 56 contains 1044 members Mstep: Class 57 contains 2145 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 22259 members Mstep: Class 60 contains 7975 members Mstep: Class 61 contains 2918 members Mstep: Class 62 contains 2312 members Mstep: Class 63 contains 10045 members Mstep: Class 64 contains 2989 members Mstep: Class 65 contains 477 members Mstep: Class 66 contains 6876 members Mstep: Class 67 contains 299 members Mstep: Class 68 contains 7305 members Mstep: Class 69 contains 2513 members Mstep: Class 70 contains 24926 members Mstep: Class 71 contains 2809 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1980 members Mstep: Class 75 contains 21981 members Mstep: Class 76 contains 17681 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5133 members Mstep: Class 79 contains 1381 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3871 members Mstep: Class 82 contains 2019 members Mstep: Class 83 contains 1720 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13846 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3120 members Mstep: Class 88 contains 2594 members Mstep: Class 89 contains 5534 members Mstep: Class 90 contains 1014 members Mstep: Class 91 contains 5946 members Mstep: Class 92 contains 13145 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7320 members Mstep: Class 96 contains 3165 members Mstep: Class 97 contains 5536 members Mstep: Class 98 contains 571 members Mstep: Class 99 contains 5763 members Entering Unmasked Estep ConsiderDeletion Score: -18682308.000000 Penalty: 42461.429688 Iteration 187Q: 100 clusters Score -1.868231e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21284 members Mstep: Class 5 contains 5613 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5188 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 8470 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 689 members Mstep: Class 13 contains 6239 members Mstep: Class 14 contains 7088 members Mstep: Class 15 contains 3356 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6176 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 1806 members Mstep: Class 21 contains 13801 members Mstep: Class 22 contains 2037 members Mstep: Class 23 contains 2390 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 257 members Mstep: Class 26 contains 17190 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 1097 members Mstep: Class 29 contains 6857 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 460 members Mstep: Class 32 contains 5585 members Mstep: Class 33 contains 1165 members Mstep: Class 34 contains 844 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3937 members Mstep: Class 37 contains 783 members Mstep: Class 38 contains 1787 members Mstep: Class 39 contains 5769 members Mstep: Class 40 contains 5360 members Mstep: Class 41 contains 2750 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4112 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3275 members Mstep: Class 46 contains 306 members Mstep: Class 47 contains 6841 members Mstep: Class 48 contains 897 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1130 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3818 members Mstep: Class 54 contains 3989 members Mstep: Class 55 contains 925 members Mstep: Class 56 contains 1048 members Mstep: Class 57 contains 2139 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 22105 members Mstep: Class 60 contains 7979 members Mstep: Class 61 contains 2916 members Mstep: Class 62 contains 2312 members Mstep: Class 63 contains 10044 members Mstep: Class 64 contains 2992 members Mstep: Class 65 contains 481 members Mstep: Class 66 contains 6882 members Mstep: Class 67 contains 300 members Mstep: Class 68 contains 7303 members Mstep: Class 69 contains 2515 members Mstep: Class 70 contains 24917 members Mstep: Class 71 contains 2808 members Mstep: Class 72 contains 1123 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1976 members Mstep: Class 75 contains 22024 members Mstep: Class 76 contains 17677 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5140 members Mstep: Class 79 contains 1386 members Mstep: Class 80 contains 932 members Mstep: Class 81 contains 3877 members Mstep: Class 82 contains 2023 members Mstep: Class 83 contains 1707 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13899 members Mstep: Class 86 contains 784 members Mstep: Class 87 contains 3144 members Mstep: Class 88 contains 2601 members Mstep: Class 89 contains 5533 members Mstep: Class 90 contains 1017 members Mstep: Class 91 contains 5950 members Mstep: Class 92 contains 13175 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7359 members Mstep: Class 96 contains 3166 members Mstep: Class 97 contains 5530 members Mstep: Class 98 contains 574 members Mstep: Class 99 contains 5751 members Entering Unmasked Estep ConsiderDeletion Score: -18682396.000000 Penalty: 42461.429688 Iteration 188Q: 100 clusters Score -1.86824e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21258 members Mstep: Class 5 contains 5630 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5228 members Mstep: Class 9 contains 927 members Mstep: Class 10 contains 8463 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 6278 members Mstep: Class 14 contains 7081 members Mstep: Class 15 contains 3351 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6170 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 1808 members Mstep: Class 21 contains 13760 members Mstep: Class 22 contains 2052 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 258 members Mstep: Class 26 contains 17183 members Mstep: Class 27 contains 839 members Mstep: Class 28 contains 1096 members Mstep: Class 29 contains 6812 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 463 members Mstep: Class 32 contains 5535 members Mstep: Class 33 contains 1164 members Mstep: Class 34 contains 842 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3933 members Mstep: Class 37 contains 789 members Mstep: Class 38 contains 1789 members Mstep: Class 39 contains 5771 members Mstep: Class 40 contains 5358 members Mstep: Class 41 contains 2750 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4130 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3282 members Mstep: Class 46 contains 307 members Mstep: Class 47 contains 6835 members Mstep: Class 48 contains 898 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1137 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3817 members Mstep: Class 54 contains 3986 members Mstep: Class 55 contains 923 members Mstep: Class 56 contains 1051 members Mstep: Class 57 contains 2126 members Mstep: Class 58 contains 885 members Mstep: Class 59 contains 21963 members Mstep: Class 60 contains 7981 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2316 members Mstep: Class 63 contains 10041 members Mstep: Class 64 contains 2991 members Mstep: Class 65 contains 485 members Mstep: Class 66 contains 6886 members Mstep: Class 67 contains 299 members Mstep: Class 68 contains 7299 members Mstep: Class 69 contains 2515 members Mstep: Class 70 contains 24909 members Mstep: Class 71 contains 2810 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1974 members Mstep: Class 75 contains 22072 members Mstep: Class 76 contains 17675 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5147 members Mstep: Class 79 contains 1394 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3886 members Mstep: Class 82 contains 2027 members Mstep: Class 83 contains 1697 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 13956 members Mstep: Class 86 contains 784 members Mstep: Class 87 contains 3162 members Mstep: Class 88 contains 2604 members Mstep: Class 89 contains 5534 members Mstep: Class 90 contains 1020 members Mstep: Class 91 contains 5951 members Mstep: Class 92 contains 13194 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7404 members Mstep: Class 96 contains 3167 members Mstep: Class 97 contains 5528 members Mstep: Class 98 contains 578 members Mstep: Class 99 contains 5741 members Entering Unmasked Estep ConsiderDeletion Score: -18682418.000000 Penalty: 42461.429688 Iteration 189Q: 100 clusters Score -1.868242e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21231 members Mstep: Class 5 contains 5657 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5263 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 8457 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 696 members Mstep: Class 13 contains 6314 members Mstep: Class 14 contains 7072 members Mstep: Class 15 contains 3349 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6170 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 1810 members Mstep: Class 21 contains 13725 members Mstep: Class 22 contains 2062 members Mstep: Class 23 contains 2397 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 17180 members Mstep: Class 27 contains 840 members Mstep: Class 28 contains 1094 members Mstep: Class 29 contains 6774 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 467 members Mstep: Class 32 contains 5487 members Mstep: Class 33 contains 1166 members Mstep: Class 34 contains 840 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 792 members Mstep: Class 38 contains 1791 members Mstep: Class 39 contains 5773 members Mstep: Class 40 contains 5354 members Mstep: Class 41 contains 2749 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4143 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3290 members Mstep: Class 46 contains 307 members Mstep: Class 47 contains 6829 members Mstep: Class 48 contains 900 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1144 members Mstep: Class 52 contains 1277 members Mstep: Class 53 contains 3818 members Mstep: Class 54 contains 3981 members Mstep: Class 55 contains 921 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2114 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 21834 members Mstep: Class 60 contains 7981 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2317 members Mstep: Class 63 contains 10039 members Mstep: Class 64 contains 2988 members Mstep: Class 65 contains 490 members Mstep: Class 66 contains 6895 members Mstep: Class 67 contains 301 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2512 members Mstep: Class 70 contains 24896 members Mstep: Class 71 contains 2807 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1977 members Mstep: Class 75 contains 22118 members Mstep: Class 76 contains 17675 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5152 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3897 members Mstep: Class 82 contains 2032 members Mstep: Class 83 contains 1680 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 14003 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3186 members Mstep: Class 88 contains 2606 members Mstep: Class 89 contains 5534 members Mstep: Class 90 contains 1023 members Mstep: Class 91 contains 5953 members Mstep: Class 92 contains 13214 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7449 members Mstep: Class 96 contains 3168 members Mstep: Class 97 contains 5524 members Mstep: Class 98 contains 581 members Mstep: Class 99 contains 5732 members Entering Unmasked Estep ConsiderDeletion Score: -18682464.000000 Penalty: 42461.429688 Iteration 190Q: 100 clusters Score -1.868246e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21210 members Mstep: Class 5 contains 5685 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5289 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 8457 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 6346 members Mstep: Class 14 contains 7068 members Mstep: Class 15 contains 3348 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6151 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1813 members Mstep: Class 21 contains 13688 members Mstep: Class 22 contains 2071 members Mstep: Class 23 contains 2399 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 17166 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 1092 members Mstep: Class 29 contains 6739 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 472 members Mstep: Class 32 contains 5444 members Mstep: Class 33 contains 1167 members Mstep: Class 34 contains 839 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 798 members Mstep: Class 38 contains 1793 members Mstep: Class 39 contains 5773 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2749 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4153 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3292 members Mstep: Class 46 contains 308 members Mstep: Class 47 contains 6828 members Mstep: Class 48 contains 901 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1149 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3982 members Mstep: Class 55 contains 919 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2108 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 21716 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2904 members Mstep: Class 62 contains 2319 members Mstep: Class 63 contains 10040 members Mstep: Class 64 contains 2985 members Mstep: Class 65 contains 494 members Mstep: Class 66 contains 6914 members Mstep: Class 67 contains 299 members Mstep: Class 68 contains 7294 members Mstep: Class 69 contains 2512 members Mstep: Class 70 contains 24880 members Mstep: Class 71 contains 2806 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1978 members Mstep: Class 75 contains 22154 members Mstep: Class 76 contains 17675 members Mstep: Class 77 contains 78 members Mstep: Class 78 contains 5166 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3905 members Mstep: Class 82 contains 2035 members Mstep: Class 83 contains 1667 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 14059 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3200 members Mstep: Class 88 contains 2606 members Mstep: Class 89 contains 5538 members Mstep: Class 90 contains 1029 members Mstep: Class 91 contains 5954 members Mstep: Class 92 contains 13235 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7484 members Mstep: Class 96 contains 3169 members Mstep: Class 97 contains 5521 members Mstep: Class 98 contains 586 members Mstep: Class 99 contains 5714 members Entering Unmasked Estep ConsiderDeletion Score: -18682524.000000 Penalty: 42461.429688 Iteration 191Q: 100 clusters Score -1.868252e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21194 members Mstep: Class 5 contains 5713 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5315 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 8455 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 704 members Mstep: Class 13 contains 6371 members Mstep: Class 14 contains 7062 members Mstep: Class 15 contains 3346 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6144 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1815 members Mstep: Class 21 contains 13654 members Mstep: Class 22 contains 2078 members Mstep: Class 23 contains 2400 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 17158 members Mstep: Class 27 contains 842 members Mstep: Class 28 contains 1089 members Mstep: Class 29 contains 6705 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 478 members Mstep: Class 32 contains 5415 members Mstep: Class 33 contains 1167 members Mstep: Class 34 contains 839 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3932 members Mstep: Class 37 contains 804 members Mstep: Class 38 contains 1795 members Mstep: Class 39 contains 5769 members Mstep: Class 40 contains 5351 members Mstep: Class 41 contains 2748 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4163 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3294 members Mstep: Class 46 contains 309 members Mstep: Class 47 contains 6831 members Mstep: Class 48 contains 901 members Mstep: Class 49 contains 3802 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1160 members Mstep: Class 52 contains 1273 members Mstep: Class 53 contains 3828 members Mstep: Class 54 contains 3981 members Mstep: Class 55 contains 919 members Mstep: Class 56 contains 1053 members Mstep: Class 57 contains 2105 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 21607 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2901 members Mstep: Class 62 contains 2320 members Mstep: Class 63 contains 10039 members Mstep: Class 64 contains 2990 members Mstep: Class 65 contains 496 members Mstep: Class 66 contains 6934 members Mstep: Class 67 contains 300 members Mstep: Class 68 contains 7290 members Mstep: Class 69 contains 2514 members Mstep: Class 70 contains 24852 members Mstep: Class 71 contains 2803 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1980 members Mstep: Class 75 contains 22182 members Mstep: Class 76 contains 17675 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5175 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3911 members Mstep: Class 82 contains 2041 members Mstep: Class 83 contains 1661 members Mstep: Class 84 contains 769 members Mstep: Class 85 contains 14112 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3204 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5539 members Mstep: Class 90 contains 1028 members Mstep: Class 91 contains 5956 members Mstep: Class 92 contains 13249 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7515 members Mstep: Class 96 contains 3171 members Mstep: Class 97 contains 5516 members Mstep: Class 98 contains 586 members Mstep: Class 99 contains 5702 members Entering Unmasked Estep ConsiderDeletion Score: -18682572.000000 Penalty: 42461.429688 Iteration 192Q: 100 clusters Score -1.868257e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21190 members Mstep: Class 5 contains 5738 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2630 members Mstep: Class 8 contains 5341 members Mstep: Class 9 contains 926 members Mstep: Class 10 contains 8450 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 707 members Mstep: Class 13 contains 6397 members Mstep: Class 14 contains 7056 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6127 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13620 members Mstep: Class 22 contains 2087 members Mstep: Class 23 contains 2400 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 17146 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 1088 members Mstep: Class 29 contains 6670 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 479 members Mstep: Class 32 contains 5386 members Mstep: Class 33 contains 1165 members Mstep: Class 34 contains 839 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3936 members Mstep: Class 37 contains 809 members Mstep: Class 38 contains 1795 members Mstep: Class 39 contains 5768 members Mstep: Class 40 contains 5352 members Mstep: Class 41 contains 2745 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4173 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3296 members Mstep: Class 46 contains 309 members Mstep: Class 47 contains 6834 members Mstep: Class 48 contains 901 members Mstep: Class 49 contains 3802 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1175 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3982 members Mstep: Class 55 contains 919 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2102 members Mstep: Class 58 contains 884 members Mstep: Class 59 contains 21517 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2898 members Mstep: Class 62 contains 2320 members Mstep: Class 63 contains 10042 members Mstep: Class 64 contains 2995 members Mstep: Class 65 contains 497 members Mstep: Class 66 contains 6961 members Mstep: Class 67 contains 301 members Mstep: Class 68 contains 7289 members Mstep: Class 69 contains 2514 members Mstep: Class 70 contains 24814 members Mstep: Class 71 contains 2803 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1985 members Mstep: Class 75 contains 22210 members Mstep: Class 76 contains 17673 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5184 members Mstep: Class 79 contains 1395 members Mstep: Class 80 contains 930 members Mstep: Class 81 contains 3914 members Mstep: Class 82 contains 2045 members Mstep: Class 83 contains 1651 members Mstep: Class 84 contains 768 members Mstep: Class 85 contains 14157 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3212 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5536 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 5959 members Mstep: Class 92 contains 13264 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7538 members Mstep: Class 96 contains 3172 members Mstep: Class 97 contains 5511 members Mstep: Class 98 contains 587 members Mstep: Class 99 contains 5697 members Entering Unmasked Estep ConsiderDeletion Score: -18682578.000000 Penalty: 42461.429688 Iteration 193Q: 100 clusters Score -1.868258e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 21183 members Mstep: Class 5 contains 5751 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5361 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 8452 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 6431 members Mstep: Class 14 contains 7056 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6113 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13589 members Mstep: Class 22 contains 2097 members Mstep: Class 23 contains 2400 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17142 members Mstep: Class 27 contains 843 members Mstep: Class 28 contains 1086 members Mstep: Class 29 contains 6638 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 484 members Mstep: Class 32 contains 5357 members Mstep: Class 33 contains 1165 members Mstep: Class 34 contains 839 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3936 members Mstep: Class 37 contains 811 members Mstep: Class 38 contains 1795 members Mstep: Class 39 contains 5768 members Mstep: Class 40 contains 5351 members Mstep: Class 41 contains 2743 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4183 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3302 members Mstep: Class 46 contains 313 members Mstep: Class 47 contains 6834 members Mstep: Class 48 contains 902 members Mstep: Class 49 contains 3802 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1188 members Mstep: Class 52 contains 1274 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3981 members Mstep: Class 55 contains 919 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2100 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 21422 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2898 members Mstep: Class 62 contains 2319 members Mstep: Class 63 contains 10045 members Mstep: Class 64 contains 3001 members Mstep: Class 65 contains 498 members Mstep: Class 66 contains 6990 members Mstep: Class 67 contains 301 members Mstep: Class 68 contains 7288 members Mstep: Class 69 contains 2515 members Mstep: Class 70 contains 24776 members Mstep: Class 71 contains 2800 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1988 members Mstep: Class 75 contains 22233 members Mstep: Class 76 contains 17672 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5189 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 929 members Mstep: Class 81 contains 3918 members Mstep: Class 82 contains 2050 members Mstep: Class 83 contains 1641 members Mstep: Class 84 contains 768 members Mstep: Class 85 contains 14200 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3218 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5539 members Mstep: Class 90 contains 1032 members Mstep: Class 91 contains 5963 members Mstep: Class 92 contains 13273 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7564 members Mstep: Class 96 contains 3174 members Mstep: Class 97 contains 5502 members Mstep: Class 98 contains 588 members Mstep: Class 99 contains 5685 members Entering Unmasked Estep ConsiderDeletion Score: -18682580.000000 Penalty: 42461.429688 Iteration 194Q: 100 clusters Score -1.868258e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 21173 members Mstep: Class 5 contains 5764 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5385 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 8455 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 715 members Mstep: Class 13 contains 6459 members Mstep: Class 14 contains 7051 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6101 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13571 members Mstep: Class 22 contains 2097 members Mstep: Class 23 contains 2400 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17140 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1082 members Mstep: Class 29 contains 6608 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 488 members Mstep: Class 32 contains 5328 members Mstep: Class 33 contains 1166 members Mstep: Class 34 contains 839 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 812 members Mstep: Class 38 contains 1797 members Mstep: Class 39 contains 5766 members Mstep: Class 40 contains 5352 members Mstep: Class 41 contains 2739 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4197 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3306 members Mstep: Class 46 contains 320 members Mstep: Class 47 contains 6833 members Mstep: Class 48 contains 905 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1203 members Mstep: Class 52 contains 1273 members Mstep: Class 53 contains 3827 members Mstep: Class 54 contains 3980 members Mstep: Class 55 contains 918 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2096 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 21335 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2897 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10052 members Mstep: Class 64 contains 3006 members Mstep: Class 65 contains 501 members Mstep: Class 66 contains 7023 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7286 members Mstep: Class 69 contains 2516 members Mstep: Class 70 contains 24734 members Mstep: Class 71 contains 2799 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1987 members Mstep: Class 75 contains 22262 members Mstep: Class 76 contains 17670 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5190 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3920 members Mstep: Class 82 contains 2056 members Mstep: Class 83 contains 1632 members Mstep: Class 84 contains 765 members Mstep: Class 85 contains 14249 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3223 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5537 members Mstep: Class 90 contains 1032 members Mstep: Class 91 contains 5971 members Mstep: Class 92 contains 13280 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7578 members Mstep: Class 96 contains 3176 members Mstep: Class 97 contains 5492 members Mstep: Class 98 contains 590 members Mstep: Class 99 contains 5674 members Entering Unmasked Estep ConsiderDeletion Score: -18682588.000000 Penalty: 42461.429688 Iteration 195Q: 100 clusters Score -1.868259e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 21162 members Mstep: Class 5 contains 5773 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5412 members Mstep: Class 9 contains 930 members Mstep: Class 10 contains 8453 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 6485 members Mstep: Class 14 contains 7047 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6076 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13554 members Mstep: Class 22 contains 2103 members Mstep: Class 23 contains 2402 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17136 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1079 members Mstep: Class 29 contains 6578 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 495 members Mstep: Class 32 contains 5303 members Mstep: Class 33 contains 1167 members Mstep: Class 34 contains 838 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 815 members Mstep: Class 38 contains 1799 members Mstep: Class 39 contains 5769 members Mstep: Class 40 contains 5352 members Mstep: Class 41 contains 2733 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4216 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3309 members Mstep: Class 46 contains 325 members Mstep: Class 47 contains 6832 members Mstep: Class 48 contains 908 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1218 members Mstep: Class 52 contains 1274 members Mstep: Class 53 contains 3829 members Mstep: Class 54 contains 3981 members Mstep: Class 55 contains 917 members Mstep: Class 56 contains 1054 members Mstep: Class 57 contains 2092 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 21240 members Mstep: Class 60 contains 7982 members Mstep: Class 61 contains 2897 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10061 members Mstep: Class 64 contains 3012 members Mstep: Class 65 contains 502 members Mstep: Class 66 contains 7052 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7284 members Mstep: Class 69 contains 2515 members Mstep: Class 70 contains 24693 members Mstep: Class 71 contains 2795 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1987 members Mstep: Class 75 contains 22287 members Mstep: Class 76 contains 17669 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5192 members Mstep: Class 79 contains 1394 members Mstep: Class 80 contains 930 members Mstep: Class 81 contains 3923 members Mstep: Class 82 contains 2068 members Mstep: Class 83 contains 1626 members Mstep: Class 84 contains 760 members Mstep: Class 85 contains 14316 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3225 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5537 members Mstep: Class 90 contains 1032 members Mstep: Class 91 contains 5974 members Mstep: Class 92 contains 13289 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7589 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5482 members Mstep: Class 98 contains 592 members Mstep: Class 99 contains 5666 members Entering Unmasked Estep ConsiderDeletion Score: -18682604.000000 Penalty: 42461.429688 Iteration 196Q: 100 clusters Score -1.86826e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21159 members Mstep: Class 5 contains 5789 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5437 members Mstep: Class 9 contains 932 members Mstep: Class 10 contains 8452 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 729 members Mstep: Class 13 contains 6510 members Mstep: Class 14 contains 7038 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13539 members Mstep: Class 22 contains 2109 members Mstep: Class 23 contains 2402 members Mstep: Class 24 contains 600 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17129 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1077 members Mstep: Class 29 contains 6553 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 502 members Mstep: Class 32 contains 5278 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 838 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 816 members Mstep: Class 38 contains 1799 members Mstep: Class 39 contains 5769 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2727 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4226 members Mstep: Class 44 contains 11627 members Mstep: Class 45 contains 3310 members Mstep: Class 46 contains 331 members Mstep: Class 47 contains 6831 members Mstep: Class 48 contains 909 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1238 members Mstep: Class 52 contains 1274 members Mstep: Class 53 contains 3829 members Mstep: Class 54 contains 3979 members Mstep: Class 55 contains 917 members Mstep: Class 56 contains 1055 members Mstep: Class 57 contains 2087 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 21145 members Mstep: Class 60 contains 7983 members Mstep: Class 61 contains 2900 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10072 members Mstep: Class 64 contains 3016 members Mstep: Class 65 contains 502 members Mstep: Class 66 contains 7082 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7280 members Mstep: Class 69 contains 2514 members Mstep: Class 70 contains 24653 members Mstep: Class 71 contains 2792 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1985 members Mstep: Class 75 contains 22309 members Mstep: Class 76 contains 17669 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5200 members Mstep: Class 79 contains 1393 members Mstep: Class 80 contains 930 members Mstep: Class 81 contains 3925 members Mstep: Class 82 contains 2080 members Mstep: Class 83 contains 1616 members Mstep: Class 84 contains 754 members Mstep: Class 85 contains 14383 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3224 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5531 members Mstep: Class 90 contains 1031 members Mstep: Class 91 contains 5981 members Mstep: Class 92 contains 13303 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7600 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5472 members Mstep: Class 98 contains 593 members Mstep: Class 99 contains 5654 members Entering Unmasked Estep ConsiderDeletion Score: -18682672.000000 Penalty: 42461.429688 Iteration 197Q: 100 clusters Score -1.868267e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21157 members Mstep: Class 5 contains 5809 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5466 members Mstep: Class 9 contains 935 members Mstep: Class 10 contains 8450 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 6521 members Mstep: Class 14 contains 7026 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6052 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13524 members Mstep: Class 22 contains 2111 members Mstep: Class 23 contains 2401 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17123 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1077 members Mstep: Class 29 contains 6517 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 506 members Mstep: Class 32 contains 5264 members Mstep: Class 33 contains 1171 members Mstep: Class 34 contains 835 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3936 members Mstep: Class 37 contains 816 members Mstep: Class 38 contains 1801 members Mstep: Class 39 contains 5767 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2718 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4236 members Mstep: Class 44 contains 11626 members Mstep: Class 45 contains 3312 members Mstep: Class 46 contains 337 members Mstep: Class 47 contains 6828 members Mstep: Class 48 contains 913 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1248 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3828 members Mstep: Class 54 contains 3978 members Mstep: Class 55 contains 916 members Mstep: Class 56 contains 1055 members Mstep: Class 57 contains 2083 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 21064 members Mstep: Class 60 contains 7983 members Mstep: Class 61 contains 2903 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10082 members Mstep: Class 64 contains 3020 members Mstep: Class 65 contains 502 members Mstep: Class 66 contains 7099 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7279 members Mstep: Class 69 contains 2517 members Mstep: Class 70 contains 24627 members Mstep: Class 71 contains 2791 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1984 members Mstep: Class 75 contains 22321 members Mstep: Class 76 contains 17669 members Mstep: Class 77 contains 79 members Mstep: Class 78 contains 5202 members Mstep: Class 79 contains 1394 members Mstep: Class 80 contains 929 members Mstep: Class 81 contains 3928 members Mstep: Class 82 contains 2087 members Mstep: Class 83 contains 1610 members Mstep: Class 84 contains 748 members Mstep: Class 85 contains 14446 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3224 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5523 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 5986 members Mstep: Class 92 contains 13312 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7611 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5464 members Mstep: Class 98 contains 594 members Mstep: Class 99 contains 5656 members Entering Unmasked Estep ConsiderDeletion Score: -18682618.000000 Penalty: 42461.429688 Iteration 198Q: 100 clusters Score -1.868262e+07 nChanged 415 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21145 members Mstep: Class 5 contains 5832 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 5492 members Mstep: Class 9 contains 937 members Mstep: Class 10 contains 8451 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 6530 members Mstep: Class 14 contains 7016 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6048 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1816 members Mstep: Class 21 contains 13510 members Mstep: Class 22 contains 2114 members Mstep: Class 23 contains 2399 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17119 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1076 members Mstep: Class 29 contains 6488 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5251 members Mstep: Class 33 contains 1174 members Mstep: Class 34 contains 834 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 819 members Mstep: Class 38 contains 1801 members Mstep: Class 39 contains 5768 members Mstep: Class 40 contains 5352 members Mstep: Class 41 contains 2707 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4246 members Mstep: Class 44 contains 11625 members Mstep: Class 45 contains 3312 members Mstep: Class 46 contains 340 members Mstep: Class 47 contains 6828 members Mstep: Class 48 contains 915 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1256 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3828 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 914 members Mstep: Class 56 contains 1055 members Mstep: Class 57 contains 2080 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20997 members Mstep: Class 60 contains 7983 members Mstep: Class 61 contains 2903 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10091 members Mstep: Class 64 contains 3023 members Mstep: Class 65 contains 501 members Mstep: Class 66 contains 7119 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7279 members Mstep: Class 69 contains 2516 members Mstep: Class 70 contains 24599 members Mstep: Class 71 contains 2795 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1984 members Mstep: Class 75 contains 22331 members Mstep: Class 76 contains 17670 members Mstep: Class 77 contains 80 members Mstep: Class 78 contains 5205 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 930 members Mstep: Class 81 contains 3930 members Mstep: Class 82 contains 2097 members Mstep: Class 83 contains 1607 members Mstep: Class 84 contains 739 members Mstep: Class 85 contains 14489 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3224 members Mstep: Class 88 contains 2608 members Mstep: Class 89 contains 5521 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 5990 members Mstep: Class 92 contains 13322 members Mstep: Class 93 contains 4566 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7623 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5458 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5655 members Entering Unmasked Estep ConsiderDeletion Score: -18682674.000000 Penalty: 42461.429688 Iteration 199Q: 100 clusters Score -1.868267e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21127 members Mstep: Class 5 contains 5851 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5521 members Mstep: Class 9 contains 939 members Mstep: Class 10 contains 8453 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 755 members Mstep: Class 13 contains 6542 members Mstep: Class 14 contains 7009 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6052 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13498 members Mstep: Class 22 contains 2117 members Mstep: Class 23 contains 2399 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17112 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1075 members Mstep: Class 29 contains 6460 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5243 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 833 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 823 members Mstep: Class 38 contains 1802 members Mstep: Class 39 contains 5767 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2693 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4252 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3312 members Mstep: Class 46 contains 343 members Mstep: Class 47 contains 6828 members Mstep: Class 48 contains 915 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1261 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3829 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 913 members Mstep: Class 56 contains 1055 members Mstep: Class 57 contains 2076 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20929 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10102 members Mstep: Class 64 contains 3026 members Mstep: Class 65 contains 500 members Mstep: Class 66 contains 7138 members Mstep: Class 67 contains 302 members Mstep: Class 68 contains 7277 members Mstep: Class 69 contains 2517 members Mstep: Class 70 contains 24577 members Mstep: Class 71 contains 2798 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1980 members Mstep: Class 75 contains 22339 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 80 members Mstep: Class 78 contains 5212 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 931 members Mstep: Class 81 contains 3934 members Mstep: Class 82 contains 2110 members Mstep: Class 83 contains 1600 members Mstep: Class 84 contains 729 members Mstep: Class 85 contains 14533 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3223 members Mstep: Class 88 contains 2610 members Mstep: Class 89 contains 5526 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 5994 members Mstep: Class 92 contains 13336 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7636 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5448 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5642 members Entering Unmasked Estep ConsiderDeletion Score: -18682656.000000 Penalty: 42461.429688 Iteration 200F: 100 clusters Score -1.868266e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21110 members Mstep: Class 5 contains 5867 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5549 members Mstep: Class 9 contains 940 members Mstep: Class 10 contains 8455 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 769 members Mstep: Class 13 contains 6551 members Mstep: Class 14 contains 7002 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13486 members Mstep: Class 22 contains 2121 members Mstep: Class 23 contains 2398 members Mstep: Class 24 contains 601 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17107 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1072 members Mstep: Class 29 contains 6428 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5231 members Mstep: Class 33 contains 1170 members Mstep: Class 34 contains 832 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 826 members Mstep: Class 38 contains 1804 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2682 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4253 members Mstep: Class 44 contains 11622 members Mstep: Class 45 contains 3313 members Mstep: Class 46 contains 346 members Mstep: Class 47 contains 6825 members Mstep: Class 48 contains 915 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1270 members Mstep: Class 52 contains 1275 members Mstep: Class 53 contains 3833 members Mstep: Class 54 contains 3975 members Mstep: Class 55 contains 912 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2069 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20847 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10111 members Mstep: Class 64 contains 3027 members Mstep: Class 65 contains 498 members Mstep: Class 66 contains 7165 members Mstep: Class 67 contains 303 members Mstep: Class 68 contains 7276 members Mstep: Class 69 contains 2523 members Mstep: Class 70 contains 24556 members Mstep: Class 71 contains 2799 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1977 members Mstep: Class 75 contains 22347 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 80 members Mstep: Class 78 contains 5219 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 934 members Mstep: Class 81 contains 3936 members Mstep: Class 82 contains 2122 members Mstep: Class 83 contains 1595 members Mstep: Class 84 contains 716 members Mstep: Class 85 contains 14591 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3223 members Mstep: Class 88 contains 2612 members Mstep: Class 89 contains 5522 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 5999 members Mstep: Class 92 contains 13348 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7652 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5439 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5630 members Entering Unmasked Estep ConsiderDeletion Score: -18682740.000000 Penalty: 42461.429688 Iteration 201Q: 100 clusters Score -1.868274e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21099 members Mstep: Class 5 contains 5887 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5581 members Mstep: Class 9 contains 942 members Mstep: Class 10 contains 8458 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 783 members Mstep: Class 13 contains 6557 members Mstep: Class 14 contains 6997 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6049 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13471 members Mstep: Class 22 contains 2127 members Mstep: Class 23 contains 2398 members Mstep: Class 24 contains 599 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17102 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1071 members Mstep: Class 29 contains 6393 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5220 members Mstep: Class 33 contains 1169 members Mstep: Class 34 contains 831 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3933 members Mstep: Class 37 contains 830 members Mstep: Class 38 contains 1807 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5355 members Mstep: Class 41 contains 2676 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4253 members Mstep: Class 44 contains 11621 members Mstep: Class 45 contains 3310 members Mstep: Class 46 contains 349 members Mstep: Class 47 contains 6822 members Mstep: Class 48 contains 915 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1275 members Mstep: Class 52 contains 1277 members Mstep: Class 53 contains 3838 members Mstep: Class 54 contains 3975 members Mstep: Class 55 contains 911 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2062 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20784 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2910 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10123 members Mstep: Class 64 contains 3027 members Mstep: Class 65 contains 497 members Mstep: Class 66 contains 7197 members Mstep: Class 67 contains 304 members Mstep: Class 68 contains 7275 members Mstep: Class 69 contains 2524 members Mstep: Class 70 contains 24536 members Mstep: Class 71 contains 2801 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1973 members Mstep: Class 75 contains 22357 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 80 members Mstep: Class 78 contains 5226 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 934 members Mstep: Class 81 contains 3939 members Mstep: Class 82 contains 2131 members Mstep: Class 83 contains 1585 members Mstep: Class 84 contains 706 members Mstep: Class 85 contains 14639 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3225 members Mstep: Class 88 contains 2614 members Mstep: Class 89 contains 5516 members Mstep: Class 90 contains 1029 members Mstep: Class 91 contains 6003 members Mstep: Class 92 contains 13360 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7667 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5428 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5618 members Entering Unmasked Estep ConsiderDeletion Score: -18682806.000000 Penalty: 42461.429688 Iteration 202Q: 100 clusters Score -1.868281e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 21094 members Mstep: Class 5 contains 5921 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5615 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 8459 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 799 members Mstep: Class 13 contains 6567 members Mstep: Class 14 contains 6991 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6045 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13459 members Mstep: Class 22 contains 2131 members Mstep: Class 23 contains 2397 members Mstep: Class 24 contains 599 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17094 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1070 members Mstep: Class 29 contains 6361 members Mstep: Class 30 contains 435 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5216 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 830 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3933 members Mstep: Class 37 contains 831 members Mstep: Class 38 contains 1808 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5356 members Mstep: Class 41 contains 2669 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4253 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3307 members Mstep: Class 46 contains 352 members Mstep: Class 47 contains 6823 members Mstep: Class 48 contains 916 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1282 members Mstep: Class 52 contains 1278 members Mstep: Class 53 contains 3841 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 911 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2058 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20713 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2911 members Mstep: Class 62 contains 2318 members Mstep: Class 63 contains 10131 members Mstep: Class 64 contains 3027 members Mstep: Class 65 contains 497 members Mstep: Class 66 contains 7211 members Mstep: Class 67 contains 305 members Mstep: Class 68 contains 7274 members Mstep: Class 69 contains 2526 members Mstep: Class 70 contains 24520 members Mstep: Class 71 contains 2804 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1971 members Mstep: Class 75 contains 22365 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 80 members Mstep: Class 78 contains 5226 members Mstep: Class 79 contains 1395 members Mstep: Class 80 contains 935 members Mstep: Class 81 contains 3941 members Mstep: Class 82 contains 2137 members Mstep: Class 83 contains 1576 members Mstep: Class 84 contains 696 members Mstep: Class 85 contains 14673 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3225 members Mstep: Class 88 contains 2615 members Mstep: Class 89 contains 5514 members Mstep: Class 90 contains 1030 members Mstep: Class 91 contains 6007 members Mstep: Class 92 contains 13365 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7680 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5423 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5609 members Entering Unmasked Estep ConsiderDeletion Score: -18682844.000000 Penalty: 42461.429688 Iteration 203Q: 100 clusters Score -1.868284e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 21081 members Mstep: Class 5 contains 5942 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2626 members Mstep: Class 8 contains 5641 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 8462 members Mstep: Class 11 contains 8553 members Mstep: Class 12 contains 811 members Mstep: Class 13 contains 6590 members Mstep: Class 14 contains 6987 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6036 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1136 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13448 members Mstep: Class 22 contains 2136 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 602 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17088 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1069 members Mstep: Class 29 contains 6333 members Mstep: Class 30 contains 436 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5207 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 826 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3932 members Mstep: Class 37 contains 832 members Mstep: Class 38 contains 1810 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5357 members Mstep: Class 41 contains 2664 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4252 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3305 members Mstep: Class 46 contains 355 members Mstep: Class 47 contains 6822 members Mstep: Class 48 contains 915 members Mstep: Class 49 contains 3797 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1291 members Mstep: Class 52 contains 1281 members Mstep: Class 53 contains 3841 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 910 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2054 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20634 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2909 members Mstep: Class 62 contains 2317 members Mstep: Class 63 contains 10143 members Mstep: Class 64 contains 3027 members Mstep: Class 65 contains 496 members Mstep: Class 66 contains 7229 members Mstep: Class 67 contains 308 members Mstep: Class 68 contains 7272 members Mstep: Class 69 contains 2530 members Mstep: Class 70 contains 24497 members Mstep: Class 71 contains 2805 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1973 members Mstep: Class 75 contains 22374 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 81 members Mstep: Class 78 contains 5229 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 936 members Mstep: Class 81 contains 3944 members Mstep: Class 82 contains 2140 members Mstep: Class 83 contains 1568 members Mstep: Class 84 contains 687 members Mstep: Class 85 contains 14714 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3227 members Mstep: Class 88 contains 2615 members Mstep: Class 89 contains 5515 members Mstep: Class 90 contains 1032 members Mstep: Class 91 contains 6008 members Mstep: Class 92 contains 13373 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7696 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5417 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5600 members Entering Unmasked Estep ConsiderDeletion Score: -18682852.000000 Penalty: 42461.429688 Iteration 204Q: 100 clusters Score -1.868285e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21073 members Mstep: Class 5 contains 5959 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 5663 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 8466 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 824 members Mstep: Class 13 contains 6610 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1140 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13434 members Mstep: Class 22 contains 2139 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 606 members Mstep: Class 25 contains 262 members Mstep: Class 26 contains 17082 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1068 members Mstep: Class 29 contains 6309 members Mstep: Class 30 contains 437 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5197 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 823 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 837 members Mstep: Class 38 contains 1814 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5359 members Mstep: Class 41 contains 2660 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4261 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3302 members Mstep: Class 46 contains 357 members Mstep: Class 47 contains 6822 members Mstep: Class 48 contains 920 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1303 members Mstep: Class 52 contains 1279 members Mstep: Class 53 contains 3842 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 909 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2050 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20545 members Mstep: Class 60 contains 7985 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2317 members Mstep: Class 63 contains 10151 members Mstep: Class 64 contains 3030 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7255 members Mstep: Class 67 contains 310 members Mstep: Class 68 contains 7272 members Mstep: Class 69 contains 2530 members Mstep: Class 70 contains 24471 members Mstep: Class 71 contains 2807 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1974 members Mstep: Class 75 contains 22387 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5225 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3945 members Mstep: Class 82 contains 2141 members Mstep: Class 83 contains 1560 members Mstep: Class 84 contains 677 members Mstep: Class 85 contains 14768 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3229 members Mstep: Class 88 contains 2615 members Mstep: Class 89 contains 5515 members Mstep: Class 90 contains 1037 members Mstep: Class 91 contains 6010 members Mstep: Class 92 contains 13381 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7710 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5409 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5587 members Entering Unmasked Estep ConsiderDeletion Score: -18682822.000000 Penalty: 42461.429688 Iteration 205Q: 100 clusters Score -1.868282e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21069 members Mstep: Class 5 contains 5969 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2625 members Mstep: Class 8 contains 5683 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 832 members Mstep: Class 13 contains 6630 members Mstep: Class 14 contains 6969 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6011 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1143 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13414 members Mstep: Class 22 contains 2143 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 606 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 17075 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1068 members Mstep: Class 29 contains 6281 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5185 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 821 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 839 members Mstep: Class 38 contains 1815 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5360 members Mstep: Class 41 contains 2654 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4281 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3296 members Mstep: Class 46 contains 360 members Mstep: Class 47 contains 6823 members Mstep: Class 48 contains 923 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1311 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3842 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 909 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2047 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20470 members Mstep: Class 60 contains 7986 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2319 members Mstep: Class 63 contains 10163 members Mstep: Class 64 contains 3032 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7293 members Mstep: Class 67 contains 312 members Mstep: Class 68 contains 7275 members Mstep: Class 69 contains 2533 members Mstep: Class 70 contains 24438 members Mstep: Class 71 contains 2809 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1977 members Mstep: Class 75 contains 22400 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5224 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3949 members Mstep: Class 82 contains 2142 members Mstep: Class 83 contains 1549 members Mstep: Class 84 contains 670 members Mstep: Class 85 contains 14806 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3233 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5506 members Mstep: Class 90 contains 1036 members Mstep: Class 91 contains 6015 members Mstep: Class 92 contains 13386 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7730 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5402 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5571 members Entering Unmasked Estep ConsiderDeletion Score: -18682830.000000 Penalty: 42461.429688 Iteration 206Q: 100 clusters Score -1.868283e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21063 members Mstep: Class 5 contains 5986 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2626 members Mstep: Class 8 contains 5707 members Mstep: Class 9 contains 944 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 840 members Mstep: Class 13 contains 6642 members Mstep: Class 14 contains 6962 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 6004 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1146 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13401 members Mstep: Class 22 contains 2148 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 608 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17070 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1068 members Mstep: Class 29 contains 6250 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5175 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 816 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 841 members Mstep: Class 38 contains 1817 members Mstep: Class 39 contains 5770 members Mstep: Class 40 contains 5359 members Mstep: Class 41 contains 2649 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4297 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3292 members Mstep: Class 46 contains 360 members Mstep: Class 47 contains 6822 members Mstep: Class 48 contains 924 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1327 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3847 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 909 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2046 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20398 members Mstep: Class 60 contains 7986 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2322 members Mstep: Class 63 contains 10171 members Mstep: Class 64 contains 3033 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7325 members Mstep: Class 67 contains 314 members Mstep: Class 68 contains 7276 members Mstep: Class 69 contains 2539 members Mstep: Class 70 contains 24405 members Mstep: Class 71 contains 2809 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1976 members Mstep: Class 75 contains 22409 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5228 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3953 members Mstep: Class 82 contains 2143 members Mstep: Class 83 contains 1537 members Mstep: Class 84 contains 664 members Mstep: Class 85 contains 14841 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3236 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5497 members Mstep: Class 90 contains 1041 members Mstep: Class 91 contains 6024 members Mstep: Class 92 contains 13388 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7751 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5396 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5551 members Entering Unmasked Estep ConsiderDeletion Score: -18682900.000000 Penalty: 42461.429688 Iteration 207Q: 100 clusters Score -1.86829e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21055 members Mstep: Class 5 contains 6004 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2626 members Mstep: Class 8 contains 5731 members Mstep: Class 9 contains 944 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 6661 members Mstep: Class 14 contains 6953 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5992 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1148 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13394 members Mstep: Class 22 contains 2154 members Mstep: Class 23 contains 2396 members Mstep: Class 24 contains 609 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17064 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1067 members Mstep: Class 29 contains 6217 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5165 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 812 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 843 members Mstep: Class 38 contains 1818 members Mstep: Class 39 contains 5768 members Mstep: Class 40 contains 5357 members Mstep: Class 41 contains 2647 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4315 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3289 members Mstep: Class 46 contains 361 members Mstep: Class 47 contains 6824 members Mstep: Class 48 contains 924 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 865 members Mstep: Class 51 contains 1348 members Mstep: Class 52 contains 1281 members Mstep: Class 53 contains 3845 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 908 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2046 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20334 members Mstep: Class 60 contains 7986 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10180 members Mstep: Class 64 contains 3034 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7362 members Mstep: Class 67 contains 316 members Mstep: Class 68 contains 7276 members Mstep: Class 69 contains 2545 members Mstep: Class 70 contains 24373 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1976 members Mstep: Class 75 contains 22422 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5234 members Mstep: Class 79 contains 1396 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3956 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1526 members Mstep: Class 84 contains 662 members Mstep: Class 85 contains 14862 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3235 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5489 members Mstep: Class 90 contains 1043 members Mstep: Class 91 contains 6028 members Mstep: Class 92 contains 13399 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7765 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5387 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5526 members Entering Unmasked Estep ConsiderDeletion Score: -18682904.000000 Penalty: 42461.429688 Iteration 208Q: 100 clusters Score -1.86829e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21051 members Mstep: Class 5 contains 6016 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5747 members Mstep: Class 9 contains 944 members Mstep: Class 10 contains 8467 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 6673 members Mstep: Class 14 contains 6944 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5983 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1152 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13388 members Mstep: Class 22 contains 2161 members Mstep: Class 23 contains 2395 members Mstep: Class 24 contains 610 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17060 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1067 members Mstep: Class 29 contains 6190 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5158 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 810 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 845 members Mstep: Class 38 contains 1819 members Mstep: Class 39 contains 5767 members Mstep: Class 40 contains 5356 members Mstep: Class 41 contains 2646 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4325 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3287 members Mstep: Class 46 contains 361 members Mstep: Class 47 contains 6824 members Mstep: Class 48 contains 925 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1372 members Mstep: Class 52 contains 1281 members Mstep: Class 53 contains 3842 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 908 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2046 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20269 members Mstep: Class 60 contains 7986 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2327 members Mstep: Class 63 contains 10187 members Mstep: Class 64 contains 3035 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7385 members Mstep: Class 67 contains 318 members Mstep: Class 68 contains 7276 members Mstep: Class 69 contains 2550 members Mstep: Class 70 contains 24341 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1978 members Mstep: Class 75 contains 22432 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5238 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3961 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1516 members Mstep: Class 84 contains 656 members Mstep: Class 85 contains 14902 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3235 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5485 members Mstep: Class 90 contains 1044 members Mstep: Class 91 contains 6031 members Mstep: Class 92 contains 13411 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7770 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5377 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5504 members Entering Unmasked Estep ConsiderDeletion Score: -18682916.000000 Penalty: 42461.429688 Iteration 209Q: 100 clusters Score -1.868292e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21048 members Mstep: Class 5 contains 6030 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2627 members Mstep: Class 8 contains 5757 members Mstep: Class 9 contains 945 members Mstep: Class 10 contains 8466 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 861 members Mstep: Class 13 contains 6697 members Mstep: Class 14 contains 6936 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5972 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1160 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13380 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2393 members Mstep: Class 24 contains 610 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17054 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1065 members Mstep: Class 29 contains 6173 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5149 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 808 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 848 members Mstep: Class 38 contains 1819 members Mstep: Class 39 contains 5765 members Mstep: Class 40 contains 5356 members Mstep: Class 41 contains 2647 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4330 members Mstep: Class 44 contains 11621 members Mstep: Class 45 contains 3287 members Mstep: Class 46 contains 361 members Mstep: Class 47 contains 6822 members Mstep: Class 48 contains 928 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1392 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3843 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 908 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2046 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20210 members Mstep: Class 60 contains 7985 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2327 members Mstep: Class 63 contains 10196 members Mstep: Class 64 contains 3035 members Mstep: Class 65 contains 492 members Mstep: Class 66 contains 7414 members Mstep: Class 67 contains 319 members Mstep: Class 68 contains 7277 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24308 members Mstep: Class 71 contains 2812 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1980 members Mstep: Class 75 contains 22443 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5241 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3968 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1506 members Mstep: Class 84 contains 652 members Mstep: Class 85 contains 14926 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5481 members Mstep: Class 90 contains 1047 members Mstep: Class 91 contains 6034 members Mstep: Class 92 contains 13419 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7779 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5366 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5482 members Entering Unmasked Estep ConsiderDeletion Score: -18683018.000000 Penalty: 42461.429688 Iteration 210Q: 100 clusters Score -1.868302e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21039 members Mstep: Class 5 contains 6055 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2624 members Mstep: Class 8 contains 5768 members Mstep: Class 9 contains 945 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 869 members Mstep: Class 13 contains 6713 members Mstep: Class 14 contains 6927 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5959 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1161 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13375 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 2390 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17049 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1064 members Mstep: Class 29 contains 6159 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5137 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 805 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 851 members Mstep: Class 38 contains 1818 members Mstep: Class 39 contains 5764 members Mstep: Class 40 contains 5355 members Mstep: Class 41 contains 2647 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4338 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6819 members Mstep: Class 48 contains 931 members Mstep: Class 49 contains 3797 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1406 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3841 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 907 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2047 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20156 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2328 members Mstep: Class 63 contains 10203 members Mstep: Class 64 contains 3035 members Mstep: Class 65 contains 491 members Mstep: Class 66 contains 7445 members Mstep: Class 67 contains 319 members Mstep: Class 68 contains 7278 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24279 members Mstep: Class 71 contains 2812 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1983 members Mstep: Class 75 contains 22454 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5242 members Mstep: Class 79 contains 1403 members Mstep: Class 80 contains 938 members Mstep: Class 81 contains 3979 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1498 members Mstep: Class 84 contains 648 members Mstep: Class 85 contains 14948 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5484 members Mstep: Class 90 contains 1051 members Mstep: Class 91 contains 6037 members Mstep: Class 92 contains 13425 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7794 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5361 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5453 members Entering Unmasked Estep ConsiderDeletion Score: -18683044.000000 Penalty: 42461.429688 Iteration 211Q: 100 clusters Score -1.868304e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21035 members Mstep: Class 5 contains 6069 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2622 members Mstep: Class 8 contains 5781 members Mstep: Class 9 contains 946 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8554 members Mstep: Class 12 contains 881 members Mstep: Class 13 contains 6729 members Mstep: Class 14 contains 6918 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5941 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1165 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13368 members Mstep: Class 22 contains 2174 members Mstep: Class 23 contains 2389 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17042 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1062 members Mstep: Class 29 contains 6143 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5125 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 806 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 852 members Mstep: Class 38 contains 1818 members Mstep: Class 39 contains 5762 members Mstep: Class 40 contains 5354 members Mstep: Class 41 contains 2649 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4343 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6815 members Mstep: Class 48 contains 934 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1426 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3840 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 905 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2047 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20112 members Mstep: Class 60 contains 7984 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2327 members Mstep: Class 63 contains 10208 members Mstep: Class 64 contains 3034 members Mstep: Class 65 contains 491 members Mstep: Class 66 contains 7485 members Mstep: Class 67 contains 319 members Mstep: Class 68 contains 7278 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24231 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1985 members Mstep: Class 75 contains 22468 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5246 members Mstep: Class 79 contains 1403 members Mstep: Class 80 contains 939 members Mstep: Class 81 contains 3986 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1489 members Mstep: Class 84 contains 636 members Mstep: Class 85 contains 14975 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3235 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5487 members Mstep: Class 90 contains 1053 members Mstep: Class 91 contains 6041 members Mstep: Class 92 contains 13428 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1116 members Mstep: Class 95 contains 7815 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5353 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5433 members Entering Unmasked Estep ConsiderDeletion Score: -18683100.000000 Penalty: 42461.429688 Iteration 212Q: 100 clusters Score -1.86831e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21031 members Mstep: Class 5 contains 6084 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2622 members Mstep: Class 8 contains 5794 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8554 members Mstep: Class 12 contains 887 members Mstep: Class 13 contains 6743 members Mstep: Class 14 contains 6910 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5921 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1169 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13360 members Mstep: Class 22 contains 2178 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17032 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1061 members Mstep: Class 29 contains 6128 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5116 members Mstep: Class 33 contains 1168 members Mstep: Class 34 contains 806 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3928 members Mstep: Class 37 contains 852 members Mstep: Class 38 contains 1818 members Mstep: Class 39 contains 5761 members Mstep: Class 40 contains 5353 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4352 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6810 members Mstep: Class 48 contains 936 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1459 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3837 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 904 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2047 members Mstep: Class 58 contains 883 members Mstep: Class 59 contains 20064 members Mstep: Class 60 contains 7985 members Mstep: Class 61 contains 2907 members Mstep: Class 62 contains 2325 members Mstep: Class 63 contains 10212 members Mstep: Class 64 contains 3035 members Mstep: Class 65 contains 490 members Mstep: Class 66 contains 7518 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7279 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24187 members Mstep: Class 71 contains 2810 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1987 members Mstep: Class 75 contains 22474 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5253 members Mstep: Class 79 contains 1403 members Mstep: Class 80 contains 940 members Mstep: Class 81 contains 3985 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1479 members Mstep: Class 84 contains 629 members Mstep: Class 85 contains 15007 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5490 members Mstep: Class 90 contains 1053 members Mstep: Class 91 contains 6046 members Mstep: Class 92 contains 13438 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7835 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5351 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5409 members Entering Unmasked Estep ConsiderDeletion Score: -18683138.000000 Penalty: 42461.429688 Iteration 213Q: 100 clusters Score -1.868314e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21026 members Mstep: Class 5 contains 6099 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2622 members Mstep: Class 8 contains 5802 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8554 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6757 members Mstep: Class 14 contains 6901 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5907 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1170 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13352 members Mstep: Class 22 contains 2183 members Mstep: Class 23 contains 2386 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17022 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1061 members Mstep: Class 29 contains 6116 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5113 members Mstep: Class 33 contains 1170 members Mstep: Class 34 contains 805 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 853 members Mstep: Class 38 contains 1818 members Mstep: Class 39 contains 5760 members Mstep: Class 40 contains 5351 members Mstep: Class 41 contains 2649 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4361 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6804 members Mstep: Class 48 contains 940 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1485 members Mstep: Class 52 contains 1279 members Mstep: Class 53 contains 3836 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 902 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2048 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 20020 members Mstep: Class 60 contains 7987 members Mstep: Class 61 contains 2907 members Mstep: Class 62 contains 2325 members Mstep: Class 63 contains 10215 members Mstep: Class 64 contains 3036 members Mstep: Class 65 contains 488 members Mstep: Class 66 contains 7562 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7281 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24139 members Mstep: Class 71 contains 2810 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1988 members Mstep: Class 75 contains 22478 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5257 members Mstep: Class 79 contains 1404 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 3991 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1470 members Mstep: Class 84 contains 629 members Mstep: Class 85 contains 15032 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5481 members Mstep: Class 90 contains 1053 members Mstep: Class 91 contains 6048 members Mstep: Class 92 contains 13442 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7853 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5348 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5394 members Entering Unmasked Estep ConsiderDeletion Score: -18683206.000000 Penalty: 42461.429688 Iteration 214Q: 100 clusters Score -1.868321e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21028 members Mstep: Class 5 contains 6112 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5811 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8467 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6771 members Mstep: Class 14 contains 6890 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5896 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1171 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13345 members Mstep: Class 22 contains 2188 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17017 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1059 members Mstep: Class 29 contains 6105 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5108 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 803 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 853 members Mstep: Class 38 contains 1817 members Mstep: Class 39 contains 5758 members Mstep: Class 40 contains 5348 members Mstep: Class 41 contains 2649 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4364 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6802 members Mstep: Class 48 contains 945 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1495 members Mstep: Class 52 contains 1278 members Mstep: Class 53 contains 3834 members Mstep: Class 54 contains 3976 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2047 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19978 members Mstep: Class 60 contains 7989 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2325 members Mstep: Class 63 contains 10216 members Mstep: Class 64 contains 3036 members Mstep: Class 65 contains 487 members Mstep: Class 66 contains 7608 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7282 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24089 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1991 members Mstep: Class 75 contains 22486 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5260 members Mstep: Class 79 contains 1403 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4001 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1460 members Mstep: Class 84 contains 635 members Mstep: Class 85 contains 15060 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5472 members Mstep: Class 90 contains 1053 members Mstep: Class 91 contains 6051 members Mstep: Class 92 contains 13445 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7867 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5346 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5387 members Entering Unmasked Estep ConsiderDeletion Score: -18683212.000000 Penalty: 42461.429688 Iteration 215Q: 100 clusters Score -1.868321e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21033 members Mstep: Class 5 contains 6121 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5823 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6784 members Mstep: Class 14 contains 6877 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5893 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1172 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13340 members Mstep: Class 22 contains 2191 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17010 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1059 members Mstep: Class 29 contains 6092 members Mstep: Class 30 contains 438 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5104 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 798 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 853 members Mstep: Class 38 contains 1815 members Mstep: Class 39 contains 5755 members Mstep: Class 40 contains 5349 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4368 members Mstep: Class 44 contains 11622 members Mstep: Class 45 contains 3286 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6800 members Mstep: Class 48 contains 950 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1511 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3835 members Mstep: Class 54 contains 3974 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2046 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19930 members Mstep: Class 60 contains 7991 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2325 members Mstep: Class 63 contains 10219 members Mstep: Class 64 contains 3036 members Mstep: Class 65 contains 487 members Mstep: Class 66 contains 7634 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7285 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 24044 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1992 members Mstep: Class 75 contains 22488 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5260 members Mstep: Class 79 contains 1403 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4007 members Mstep: Class 82 contains 2144 members Mstep: Class 83 contains 1450 members Mstep: Class 84 contains 636 members Mstep: Class 85 contains 15093 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5468 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6056 members Mstep: Class 92 contains 13447 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7878 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5344 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5385 members Entering Unmasked Estep ConsiderDeletion Score: -18683226.000000 Penalty: 42461.429688 Iteration 216Q: 100 clusters Score -1.868323e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21039 members Mstep: Class 5 contains 6130 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5830 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6794 members Mstep: Class 14 contains 6865 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5888 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1173 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13332 members Mstep: Class 22 contains 2194 members Mstep: Class 23 contains 2382 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 17001 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1059 members Mstep: Class 29 contains 6084 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5102 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 799 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 854 members Mstep: Class 38 contains 1813 members Mstep: Class 39 contains 5753 members Mstep: Class 40 contains 5344 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4371 members Mstep: Class 44 contains 11622 members Mstep: Class 45 contains 3285 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6798 members Mstep: Class 48 contains 955 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1533 members Mstep: Class 52 contains 1280 members Mstep: Class 53 contains 3835 members Mstep: Class 54 contains 3974 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2045 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19891 members Mstep: Class 60 contains 7994 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10222 members Mstep: Class 64 contains 3036 members Mstep: Class 65 contains 485 members Mstep: Class 66 contains 7665 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7291 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 23981 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1993 members Mstep: Class 75 contains 22488 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5260 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4014 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1440 members Mstep: Class 84 contains 642 members Mstep: Class 85 contains 15124 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3234 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5466 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6059 members Mstep: Class 92 contains 13449 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7890 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5341 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5389 members Entering Unmasked Estep ConsiderDeletion Score: -18683260.000000 Penalty: 42461.429688 Iteration 217Q: 100 clusters Score -1.868326e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21039 members Mstep: Class 5 contains 6144 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5835 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8471 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6805 members Mstep: Class 14 contains 6857 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5885 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1174 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13322 members Mstep: Class 22 contains 2197 members Mstep: Class 23 contains 2382 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16994 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1058 members Mstep: Class 29 contains 6078 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5094 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 798 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 854 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5339 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4374 members Mstep: Class 44 contains 11621 members Mstep: Class 45 contains 3285 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6792 members Mstep: Class 48 contains 956 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1566 members Mstep: Class 52 contains 1281 members Mstep: Class 53 contains 3834 members Mstep: Class 54 contains 3974 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2044 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19860 members Mstep: Class 60 contains 7996 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10230 members Mstep: Class 64 contains 3037 members Mstep: Class 65 contains 484 members Mstep: Class 66 contains 7703 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7293 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 23901 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1993 members Mstep: Class 75 contains 22494 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5265 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4028 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1434 members Mstep: Class 84 contains 647 members Mstep: Class 85 contains 15134 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3235 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5461 members Mstep: Class 90 contains 1057 members Mstep: Class 91 contains 6061 members Mstep: Class 92 contains 13451 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7905 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5334 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5393 members Entering Unmasked Estep ConsiderDeletion Score: -18683284.000000 Penalty: 42461.429688 Iteration 218Q: 100 clusters Score -1.868328e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21038 members Mstep: Class 5 contains 6154 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5841 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8471 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6822 members Mstep: Class 14 contains 6853 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5880 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13316 members Mstep: Class 22 contains 2202 members Mstep: Class 23 contains 2381 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16991 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1058 members Mstep: Class 29 contains 6071 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5086 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 854 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5335 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4379 members Mstep: Class 44 contains 11620 members Mstep: Class 45 contains 3284 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6787 members Mstep: Class 48 contains 959 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1604 members Mstep: Class 52 contains 1282 members Mstep: Class 53 contains 3833 members Mstep: Class 54 contains 3974 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2042 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19827 members Mstep: Class 60 contains 7998 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10236 members Mstep: Class 64 contains 3038 members Mstep: Class 65 contains 482 members Mstep: Class 66 contains 7747 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7293 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 23815 members Mstep: Class 71 contains 2811 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1994 members Mstep: Class 75 contains 22501 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5266 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4040 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1430 members Mstep: Class 84 contains 651 members Mstep: Class 85 contains 15140 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3236 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5456 members Mstep: Class 90 contains 1058 members Mstep: Class 91 contains 6063 members Mstep: Class 92 contains 13450 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7914 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5329 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5394 members Entering Unmasked Estep ConsiderDeletion Score: -18683400.000000 Penalty: 42461.429688 Iteration 219Q: 100 clusters Score -1.86834e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21040 members Mstep: Class 5 contains 6158 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5845 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8470 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6842 members Mstep: Class 14 contains 6848 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5870 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13314 members Mstep: Class 22 contains 2208 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16984 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6067 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5078 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 854 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5333 members Mstep: Class 41 contains 2650 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4386 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3281 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6790 members Mstep: Class 48 contains 960 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1617 members Mstep: Class 52 contains 1283 members Mstep: Class 53 contains 3834 members Mstep: Class 54 contains 3974 members Mstep: Class 55 contains 901 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19792 members Mstep: Class 60 contains 8000 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10247 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 480 members Mstep: Class 66 contains 7810 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 23731 members Mstep: Class 71 contains 2812 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1994 members Mstep: Class 75 contains 22505 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5270 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4050 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1429 members Mstep: Class 84 contains 653 members Mstep: Class 85 contains 15153 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3236 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5448 members Mstep: Class 90 contains 1058 members Mstep: Class 91 contains 6066 members Mstep: Class 92 contains 13450 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7917 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5322 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5394 members Entering Unmasked Estep ConsiderDeletion Score: -18683498.000000 Penalty: 42461.429688 Iteration 220F: 100 clusters Score -1.86835e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21034 members Mstep: Class 5 contains 6164 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5849 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8470 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6856 members Mstep: Class 14 contains 6839 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5867 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13312 members Mstep: Class 22 contains 2215 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 611 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16976 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6063 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5075 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 854 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5750 members Mstep: Class 40 contains 5328 members Mstep: Class 41 contains 2651 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4391 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3278 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6791 members Mstep: Class 48 contains 959 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1690 members Mstep: Class 52 contains 1283 members Mstep: Class 53 contains 3833 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 902 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19757 members Mstep: Class 60 contains 8003 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10257 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 480 members Mstep: Class 66 contains 7848 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 23623 members Mstep: Class 71 contains 2813 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1996 members Mstep: Class 75 contains 22509 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5278 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4056 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1430 members Mstep: Class 84 contains 658 members Mstep: Class 85 contains 15166 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5442 members Mstep: Class 90 contains 1058 members Mstep: Class 91 contains 6066 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7920 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5314 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5388 members Entering Unmasked Estep ConsiderDeletion Score: -18683510.000000 Penalty: 42461.429688 Iteration 221Q: 100 clusters Score -1.868351e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21032 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2622 members Mstep: Class 8 contains 5851 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 6860 members Mstep: Class 14 contains 6831 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5865 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13308 members Mstep: Class 22 contains 2221 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 612 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16972 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6059 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5076 members Mstep: Class 33 contains 1172 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 855 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5750 members Mstep: Class 40 contains 5325 members Mstep: Class 41 contains 2651 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4396 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3276 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6787 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1778 members Mstep: Class 52 contains 1283 members Mstep: Class 53 contains 3830 members Mstep: Class 54 contains 3971 members Mstep: Class 55 contains 901 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19736 members Mstep: Class 60 contains 8005 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10263 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 477 members Mstep: Class 66 contains 7906 members Mstep: Class 67 contains 319 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 23472 members Mstep: Class 71 contains 2816 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 1998 members Mstep: Class 75 contains 22511 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5279 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4067 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1429 members Mstep: Class 84 contains 660 members Mstep: Class 85 contains 15168 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5434 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6072 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7923 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5310 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5388 members Entering Unmasked Estep ConsiderDeletion Score: -18683642.000000 Penalty: 42461.429688 Iteration 222Q: 100 clusters Score -1.868364e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1642 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21027 members Mstep: Class 5 contains 6188 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5855 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 6825 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5864 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13307 members Mstep: Class 22 contains 2225 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 612 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16965 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6055 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5074 members Mstep: Class 33 contains 1173 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 856 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5750 members Mstep: Class 40 contains 5324 members Mstep: Class 41 contains 2648 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3274 members Mstep: Class 46 contains 362 members Mstep: Class 47 contains 6791 members Mstep: Class 48 contains 960 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1890 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3827 members Mstep: Class 54 contains 3971 members Mstep: Class 55 contains 901 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19715 members Mstep: Class 60 contains 8005 members Mstep: Class 61 contains 2907 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10269 members Mstep: Class 64 contains 3038 members Mstep: Class 65 contains 473 members Mstep: Class 66 contains 7979 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 23278 members Mstep: Class 71 contains 2817 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2000 members Mstep: Class 75 contains 22513 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 83 members Mstep: Class 78 contains 5283 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4075 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1424 members Mstep: Class 84 contains 660 members Mstep: Class 85 contains 15179 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5423 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6084 members Mstep: Class 92 contains 13460 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7931 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5307 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5388 members Entering Unmasked Estep ConsiderDeletion Score: -18683762.000000 Penalty: 42461.429688 Iteration 223Q: 100 clusters Score -1.868376e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1641 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21027 members Mstep: Class 5 contains 6192 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5860 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8468 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6870 members Mstep: Class 14 contains 6820 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5865 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13300 members Mstep: Class 22 contains 2231 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 612 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16960 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6049 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5070 members Mstep: Class 33 contains 1174 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2646 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3271 members Mstep: Class 46 contains 363 members Mstep: Class 47 contains 6799 members Mstep: Class 48 contains 960 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1993 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 901 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19694 members Mstep: Class 60 contains 8005 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10274 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 469 members Mstep: Class 66 contains 8059 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 23074 members Mstep: Class 71 contains 2818 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2001 members Mstep: Class 75 contains 22515 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 83 members Mstep: Class 78 contains 5286 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4098 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1421 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15186 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5403 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6103 members Mstep: Class 92 contains 13463 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7939 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5303 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5382 members Entering Unmasked Estep ConsiderDeletion Score: -18683850.000000 Penalty: 42461.429688 Iteration 224Q: 100 clusters Score -1.868385e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21025 members Mstep: Class 5 contains 6200 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5864 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8466 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6872 members Mstep: Class 14 contains 6814 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5870 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13296 members Mstep: Class 22 contains 2237 members Mstep: Class 23 contains 2377 members Mstep: Class 24 contains 614 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16950 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6044 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5068 members Mstep: Class 33 contains 1174 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2643 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3270 members Mstep: Class 46 contains 363 members Mstep: Class 47 contains 6806 members Mstep: Class 48 contains 960 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2092 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3973 members Mstep: Class 55 contains 900 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 882 members Mstep: Class 59 contains 19675 members Mstep: Class 60 contains 8006 members Mstep: Class 61 contains 2908 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10278 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 467 members Mstep: Class 66 contains 8133 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7295 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 22861 members Mstep: Class 71 contains 2818 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2003 members Mstep: Class 75 contains 22519 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 83 members Mstep: Class 78 contains 5294 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4128 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1421 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15194 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3240 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5395 members Mstep: Class 90 contains 1061 members Mstep: Class 91 contains 6121 members Mstep: Class 92 contains 13463 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7945 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5299 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5376 members Entering Unmasked Estep ConsiderDeletion Score: -18684070.000000 Penalty: 42461.429688 Iteration 225Q: 100 clusters Score -1.868407e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21026 members Mstep: Class 5 contains 6212 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5870 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8466 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6876 members Mstep: Class 14 contains 6809 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5870 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1175 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13293 members Mstep: Class 22 contains 2238 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 615 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16940 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6038 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5067 members Mstep: Class 33 contains 1176 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2642 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3270 members Mstep: Class 46 contains 364 members Mstep: Class 47 contains 6807 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3799 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2148 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3821 members Mstep: Class 54 contains 3973 members Mstep: Class 55 contains 899 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19654 members Mstep: Class 60 contains 8006 members Mstep: Class 61 contains 2907 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10284 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 466 members Mstep: Class 66 contains 8191 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7296 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 22736 members Mstep: Class 71 contains 2819 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2004 members Mstep: Class 75 contains 22521 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 83 members Mstep: Class 78 contains 5301 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4158 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1418 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15201 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3241 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5374 members Mstep: Class 90 contains 1064 members Mstep: Class 91 contains 6128 members Mstep: Class 92 contains 13462 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7949 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5295 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5367 members Entering Unmasked Estep ConsiderDeletion Score: -18684244.000000 Penalty: 42461.429688 Iteration 226Q: 100 clusters Score -1.868424e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21025 members Mstep: Class 5 contains 6216 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5874 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8467 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6884 members Mstep: Class 14 contains 6806 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5866 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1174 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13292 members Mstep: Class 22 contains 2243 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 617 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16935 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6034 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5065 members Mstep: Class 33 contains 1178 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2641 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4403 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3270 members Mstep: Class 46 contains 365 members Mstep: Class 47 contains 6808 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2133 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3819 members Mstep: Class 54 contains 3973 members Mstep: Class 55 contains 899 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 880 members Mstep: Class 59 contains 19632 members Mstep: Class 60 contains 8007 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10288 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 466 members Mstep: Class 66 contains 8227 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7298 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 22694 members Mstep: Class 71 contains 2822 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2004 members Mstep: Class 75 contains 22521 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 83 members Mstep: Class 78 contains 5304 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4200 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1418 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15206 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3241 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5353 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6134 members Mstep: Class 92 contains 13464 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7950 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5291 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5357 members Entering Unmasked Estep ConsiderDeletion Score: -18684272.000000 Penalty: 42461.429688 Iteration 227Q: 100 clusters Score -1.868427e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21022 members Mstep: Class 5 contains 6224 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2621 members Mstep: Class 8 contains 5879 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8469 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6893 members Mstep: Class 14 contains 6807 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5867 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1174 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13291 members Mstep: Class 22 contains 2242 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 617 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 16931 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6029 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5062 members Mstep: Class 33 contains 1178 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5751 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2640 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4405 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3271 members Mstep: Class 46 contains 369 members Mstep: Class 47 contains 6804 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2097 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3820 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 898 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19606 members Mstep: Class 60 contains 8011 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10294 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 464 members Mstep: Class 66 contains 8240 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7300 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 22685 members Mstep: Class 71 contains 2827 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2004 members Mstep: Class 75 contains 22521 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5306 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4247 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1418 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15213 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5344 members Mstep: Class 90 contains 1064 members Mstep: Class 91 contains 6140 members Mstep: Class 92 contains 13461 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1114 members Mstep: Class 95 contains 7952 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5286 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5347 members Entering Unmasked Estep ConsiderDeletion Score: -18684296.000000 Penalty: 42461.429688 Iteration 228Q: 100 clusters Score -1.86843e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21021 members Mstep: Class 5 contains 6232 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5884 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8471 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6902 members Mstep: Class 14 contains 6805 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5864 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1174 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13289 members Mstep: Class 22 contains 2242 members Mstep: Class 23 contains 2377 members Mstep: Class 24 contains 620 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16928 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5060 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5749 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2640 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4410 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3269 members Mstep: Class 46 contains 372 members Mstep: Class 47 contains 6805 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2055 members Mstep: Class 52 contains 1283 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 898 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2041 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19575 members Mstep: Class 60 contains 8014 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10304 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 462 members Mstep: Class 66 contains 8249 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7300 members Mstep: Class 69 contains 2551 members Mstep: Class 70 contains 22681 members Mstep: Class 71 contains 2830 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2005 members Mstep: Class 75 contains 22521 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5307 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4296 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1418 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15226 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5333 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6140 members Mstep: Class 92 contains 13456 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1115 members Mstep: Class 95 contains 7954 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5278 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5343 members Entering Unmasked Estep ConsiderDeletion Score: -18684318.000000 Penalty: 42461.429688 Iteration 229Q: 100 clusters Score -1.868432e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21019 members Mstep: Class 5 contains 6233 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5885 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8470 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6919 members Mstep: Class 14 contains 6805 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5858 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1174 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13290 members Mstep: Class 22 contains 2242 members Mstep: Class 23 contains 2376 members Mstep: Class 24 contains 624 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16924 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5060 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5748 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2640 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4415 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3266 members Mstep: Class 46 contains 374 members Mstep: Class 47 contains 6799 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 2014 members Mstep: Class 52 contains 1284 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 898 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19537 members Mstep: Class 60 contains 8014 members Mstep: Class 61 contains 2905 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10315 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8253 members Mstep: Class 67 contains 320 members Mstep: Class 68 contains 7300 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22691 members Mstep: Class 71 contains 2832 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2006 members Mstep: Class 75 contains 22524 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5310 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4342 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1417 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15244 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5318 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6142 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7954 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5271 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5338 members Entering Unmasked Estep ConsiderDeletion Score: -18684326.000000 Penalty: 42461.429688 Iteration 230Q: 100 clusters Score -1.868433e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21019 members Mstep: Class 5 contains 6239 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5885 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8472 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6935 members Mstep: Class 14 contains 6805 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5856 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1176 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13290 members Mstep: Class 22 contains 2240 members Mstep: Class 23 contains 2375 members Mstep: Class 24 contains 627 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16920 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6026 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 507 members Mstep: Class 32 contains 5060 members Mstep: Class 33 contains 1180 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3929 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5746 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2639 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4413 members Mstep: Class 44 contains 11619 members Mstep: Class 45 contains 3266 members Mstep: Class 46 contains 378 members Mstep: Class 47 contains 6785 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3800 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1980 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 897 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19501 members Mstep: Class 60 contains 8014 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2326 members Mstep: Class 63 contains 10327 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 460 members Mstep: Class 66 contains 8253 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7300 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22701 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2007 members Mstep: Class 75 contains 22523 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5312 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4386 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1416 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15260 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5307 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6144 members Mstep: Class 92 contains 13452 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1118 members Mstep: Class 95 contains 7956 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5258 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5337 members Entering Unmasked Estep ConsiderDeletion Score: -18684330.000000 Penalty: 42461.429688 Iteration 231Q: 100 clusters Score -1.868433e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21019 members Mstep: Class 5 contains 6242 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5884 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8475 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6940 members Mstep: Class 14 contains 6801 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5850 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1177 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13290 members Mstep: Class 22 contains 2245 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 628 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16915 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6027 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 508 members Mstep: Class 32 contains 5059 members Mstep: Class 33 contains 1181 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 229 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1812 members Mstep: Class 39 contains 5743 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2636 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4413 members Mstep: Class 44 contains 11620 members Mstep: Class 45 contains 3262 members Mstep: Class 46 contains 382 members Mstep: Class 47 contains 6769 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1955 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3972 members Mstep: Class 55 contains 897 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19472 members Mstep: Class 60 contains 8014 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2325 members Mstep: Class 63 contains 10336 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8253 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22717 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22525 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5314 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4429 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15284 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3240 members Mstep: Class 88 contains 2616 members Mstep: Class 89 contains 5293 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6144 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7957 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5252 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5332 members Entering Unmasked Estep ConsiderDeletion Score: -18684342.000000 Penalty: 42461.429688 Iteration 232Q: 100 clusters Score -1.868434e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 21021 members Mstep: Class 5 contains 6247 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5885 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8476 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6948 members Mstep: Class 14 contains 6800 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5847 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1178 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13289 members Mstep: Class 22 contains 2250 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 628 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6028 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5058 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 228 members Mstep: Class 36 contains 3931 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5743 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2632 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4412 members Mstep: Class 44 contains 11621 members Mstep: Class 45 contains 3260 members Mstep: Class 46 contains 382 members Mstep: Class 47 contains 6759 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1919 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 896 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19440 members Mstep: Class 60 contains 8015 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10347 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8253 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22728 members Mstep: Class 71 contains 2832 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22522 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4473 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15306 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5287 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6145 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5245 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5329 members Entering Unmasked Estep ConsiderDeletion Score: -18684344.000000 Penalty: 42461.429688 Iteration 233Q: 100 clusters Score -1.868434e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6256 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5887 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8481 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6953 members Mstep: Class 14 contains 6801 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5844 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1178 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13287 members Mstep: Class 22 contains 2259 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 628 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1059 members Mstep: Class 29 contains 6026 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5056 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3930 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5741 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2629 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4410 members Mstep: Class 44 contains 11621 members Mstep: Class 45 contains 3257 members Mstep: Class 46 contains 381 members Mstep: Class 47 contains 6755 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1880 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3824 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19413 members Mstep: Class 60 contains 8015 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10356 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8254 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22738 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22522 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4517 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15317 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5280 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6146 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5239 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5327 members Entering Unmasked Estep ConsiderDeletion Score: -18684422.000000 Penalty: 42461.429688 Iteration 234Q: 100 clusters Score -1.868442e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6264 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5888 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8487 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6959 members Mstep: Class 14 contains 6801 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5835 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1179 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13287 members Mstep: Class 22 contains 2261 members Mstep: Class 23 contains 2377 members Mstep: Class 24 contains 628 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1057 members Mstep: Class 29 contains 6025 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5051 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3932 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5739 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4413 members Mstep: Class 44 contains 11624 members Mstep: Class 45 contains 3256 members Mstep: Class 46 contains 383 members Mstep: Class 47 contains 6752 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1838 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19389 members Mstep: Class 60 contains 8015 members Mstep: Class 61 contains 2906 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10356 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8253 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22745 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22522 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4563 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15332 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5274 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6147 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5234 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5326 members Entering Unmasked Estep ConsiderDeletion Score: -18684486.000000 Penalty: 42461.429688 Iteration 235Q: 100 clusters Score -1.868449e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 21024 members Mstep: Class 5 contains 6261 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8493 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6962 members Mstep: Class 14 contains 6799 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5827 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2274 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 629 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1054 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5043 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3932 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5735 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4416 members Mstep: Class 44 contains 11623 members Mstep: Class 45 contains 3255 members Mstep: Class 46 contains 384 members Mstep: Class 47 contains 6750 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1797 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19371 members Mstep: Class 60 contains 8016 members Mstep: Class 61 contains 2909 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10356 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8254 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22753 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1119 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22528 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 940 members Mstep: Class 81 contains 4603 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15344 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3240 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5270 members Mstep: Class 90 contains 1066 members Mstep: Class 91 contains 6149 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5228 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5324 members Entering Unmasked Estep ConsiderDeletion Score: -18684586.000000 Penalty: 42461.429688 Iteration 236Q: 100 clusters Score -1.868459e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3295 members Mstep: Class 4 contains 21024 members Mstep: Class 5 contains 6260 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8498 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6967 members Mstep: Class 14 contains 6798 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5818 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2284 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 632 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1051 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5041 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3933 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5731 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4414 members Mstep: Class 44 contains 11622 members Mstep: Class 45 contains 3252 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6749 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1764 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19356 members Mstep: Class 60 contains 8017 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10359 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8254 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22763 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1120 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22527 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 941 members Mstep: Class 81 contains 4640 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15356 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5258 members Mstep: Class 90 contains 1065 members Mstep: Class 91 contains 6152 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5224 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5320 members Entering Unmasked Estep ConsiderDeletion Score: -18684638.000000 Penalty: 42461.429688 Iteration 237Q: 100 clusters Score -1.868464e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3292 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6262 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8504 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6967 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5813 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2301 members Mstep: Class 23 contains 2377 members Mstep: Class 24 contains 633 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1048 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5040 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3933 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5725 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4407 members Mstep: Class 44 contains 11620 members Mstep: Class 45 contains 3250 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6743 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1750 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19342 members Mstep: Class 60 contains 8019 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10362 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8254 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22768 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22530 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 945 members Mstep: Class 81 contains 4663 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15363 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3238 members Mstep: Class 88 contains 2617 members Mstep: Class 89 contains 5251 members Mstep: Class 90 contains 1065 members Mstep: Class 91 contains 6155 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5221 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5319 members Entering Unmasked Estep ConsiderDeletion Score: -18684594.000000 Penalty: 42461.429688 Iteration 238Q: 100 clusters Score -1.868459e+07 nChanged 133 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6269 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8515 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6969 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5805 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2312 members Mstep: Class 23 contains 2378 members Mstep: Class 24 contains 634 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1049 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5036 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3934 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5713 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4404 members Mstep: Class 44 contains 11618 members Mstep: Class 45 contains 3248 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6743 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1735 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19327 members Mstep: Class 60 contains 8023 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10362 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8254 members Mstep: Class 67 contains 321 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22775 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22533 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 945 members Mstep: Class 81 contains 4678 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15370 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5240 members Mstep: Class 90 contains 1064 members Mstep: Class 91 contains 6158 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5218 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5319 members Entering Unmasked Estep ConsiderDeletion Score: -18684624.000000 Penalty: 42461.429688 Iteration 239Q: 100 clusters Score -1.868462e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3288 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6286 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8525 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6974 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5792 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2321 members Mstep: Class 23 contains 2382 members Mstep: Class 24 contains 636 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1047 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5032 members Mstep: Class 33 contains 1179 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3935 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5709 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11617 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6742 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3803 members Mstep: Class 50 contains 866 members Mstep: Class 51 contains 1725 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19311 members Mstep: Class 60 contains 8025 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8255 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22783 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22530 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 947 members Mstep: Class 81 contains 4686 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15372 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5229 members Mstep: Class 90 contains 1063 members Mstep: Class 91 contains 6159 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5217 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5318 members Entering Unmasked Estep ConsiderDeletion Score: -18685040.000000 Penalty: 42461.429688 Iteration 240F: 100 clusters Score -1.868504e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3287 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6307 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8536 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6970 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5783 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2329 members Mstep: Class 23 contains 2382 members Mstep: Class 24 contains 637 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1047 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5030 members Mstep: Class 33 contains 1178 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3936 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5700 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4392 members Mstep: Class 44 contains 11615 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6743 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1886 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19296 members Mstep: Class 60 contains 8028 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8255 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22625 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22529 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 948 members Mstep: Class 81 contains 4695 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15381 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5214 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6160 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5216 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5318 members Entering Unmasked Estep ConsiderDeletion Score: -18685208.000000 Penalty: 42461.429688 Iteration 241Q: 100 clusters Score -1.868521e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3286 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6324 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8550 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6967 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5773 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2338 members Mstep: Class 23 contains 2383 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5029 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3937 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5693 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4382 members Mstep: Class 44 contains 11615 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 386 members Mstep: Class 47 contains 6741 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1885 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 881 members Mstep: Class 59 contains 19285 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8267 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22635 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22522 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 950 members Mstep: Class 81 contains 4706 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15392 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3240 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5191 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6161 members Mstep: Class 92 contains 13453 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5308 members Entering Unmasked Estep ConsiderDeletion Score: -18685260.000000 Penalty: 42461.429688 Iteration 242Q: 100 clusters Score -1.868526e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3282 members Mstep: Class 4 contains 21024 members Mstep: Class 5 contains 6350 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8564 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6968 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5765 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2342 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5028 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3938 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5684 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4371 members Mstep: Class 44 contains 11614 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 387 members Mstep: Class 47 contains 6735 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1883 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 880 members Mstep: Class 59 contains 19269 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 457 members Mstep: Class 66 contains 8267 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22655 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22517 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 953 members Mstep: Class 81 contains 4712 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15396 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5174 members Mstep: Class 90 contains 1057 members Mstep: Class 91 contains 6163 members Mstep: Class 92 contains 13451 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5303 members Entering Unmasked Estep ConsiderDeletion Score: -18685274.000000 Penalty: 42461.429688 Iteration 243Q: 100 clusters Score -1.868527e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 21024 members Mstep: Class 5 contains 6370 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8574 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6961 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5760 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2352 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5026 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3939 members Mstep: Class 37 contains 858 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5677 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4359 members Mstep: Class 44 contains 11614 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 387 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1880 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19258 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10369 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 8267 members Mstep: Class 67 contains 324 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22674 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22515 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 956 members Mstep: Class 81 contains 4717 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15404 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3239 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5159 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6166 members Mstep: Class 92 contains 13452 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5296 members Entering Unmasked Estep ConsiderDeletion Score: -18685292.000000 Penalty: 42461.429688 Iteration 244Q: 100 clusters Score -1.868529e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 21024 members Mstep: Class 5 contains 6383 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8584 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6963 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5755 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2357 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5022 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3938 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5669 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4354 members Mstep: Class 44 contains 11613 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 388 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1877 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19246 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10370 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 8268 members Mstep: Class 67 contains 325 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22692 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22518 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 957 members Mstep: Class 81 contains 4720 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15406 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2618 members Mstep: Class 89 contains 5147 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6166 members Mstep: Class 92 contains 13452 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5289 members Entering Unmasked Estep ConsiderDeletion Score: -18685288.000000 Penalty: 42461.429688 Iteration 245Q: 100 clusters Score -1.868529e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21023 members Mstep: Class 5 contains 6392 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8603 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6971 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5750 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2358 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5021 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3938 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5654 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4352 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 390 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1876 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 879 members Mstep: Class 59 contains 19230 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2324 members Mstep: Class 63 contains 10369 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 8268 members Mstep: Class 67 contains 325 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22703 members Mstep: Class 71 contains 2833 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22517 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4721 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15410 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2619 members Mstep: Class 89 contains 5135 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6166 members Mstep: Class 92 contains 13451 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685278.000000 Penalty: 42461.429688 Iteration 246Q: 100 clusters Score -1.868528e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21020 members Mstep: Class 5 contains 6398 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8619 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6974 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5746 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2358 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5022 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 227 members Mstep: Class 36 contains 3940 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5636 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4351 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3822 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 878 members Mstep: Class 59 contains 19213 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10370 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 455 members Mstep: Class 66 contains 8268 members Mstep: Class 67 contains 325 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22707 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22518 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15421 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3236 members Mstep: Class 88 contains 2619 members Mstep: Class 89 contains 5130 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6167 members Mstep: Class 92 contains 13451 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5291 members Entering Unmasked Estep ConsiderDeletion Score: -18685292.000000 Penalty: 42461.429688 Iteration 247Q: 100 clusters Score -1.868529e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21017 members Mstep: Class 5 contains 6408 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8640 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6978 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5742 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2361 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5021 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3944 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5616 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4350 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3807 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3822 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 876 members Mstep: Class 59 contains 19195 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10369 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 324 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22708 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22518 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15428 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3236 members Mstep: Class 88 contains 2619 members Mstep: Class 89 contains 5128 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6168 members Mstep: Class 92 contains 13451 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685306.000000 Penalty: 42461.429688 Iteration 248Q: 100 clusters Score -1.868531e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21012 members Mstep: Class 5 contains 6411 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8666 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6982 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5740 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5018 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3943 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5596 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4350 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3808 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 875 members Mstep: Class 59 contains 19181 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2914 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10371 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 456 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22709 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22518 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15433 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2620 members Mstep: Class 89 contains 5128 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6168 members Mstep: Class 92 contains 13452 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685284.000000 Penalty: 42461.429688 Iteration 249Q: 100 clusters Score -1.868528e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21011 members Mstep: Class 5 contains 6415 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8687 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6985 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5735 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13286 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5014 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3950 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5570 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4351 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6733 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3809 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 874 members Mstep: Class 59 contains 19164 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10372 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 457 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22710 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22519 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15446 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2620 members Mstep: Class 89 contains 5127 members Mstep: Class 90 contains 1054 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685286.000000 Penalty: 42461.429688 Iteration 250Q: 100 clusters Score -1.868529e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6420 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8704 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6989 members Mstep: Class 14 contains 6796 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5733 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13284 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5011 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 226 members Mstep: Class 36 contains 3957 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5545 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2624 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4352 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3809 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 871 members Mstep: Class 59 contains 19152 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10372 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 458 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22711 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22526 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1402 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15450 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2620 members Mstep: Class 89 contains 5125 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685270.000000 Penalty: 42461.429688 Iteration 251Q: 100 clusters Score -1.868527e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21008 members Mstep: Class 5 contains 6423 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8726 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6996 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5728 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13283 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3961 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5533 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2624 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4355 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3808 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 868 members Mstep: Class 59 contains 19142 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10370 members Mstep: Class 64 contains 3039 members Mstep: Class 65 contains 459 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 323 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22712 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22523 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1401 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15453 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3237 members Mstep: Class 88 contains 2621 members Mstep: Class 89 contains 5124 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685262.000000 Penalty: 42461.429688 Iteration 252Q: 100 clusters Score -1.868526e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21010 members Mstep: Class 5 contains 6428 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8752 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 6996 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5724 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13282 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3963 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5515 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2624 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4358 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3806 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 867 members Mstep: Class 59 contains 19136 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10370 members Mstep: Class 64 contains 3040 members Mstep: Class 65 contains 460 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22712 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22516 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1400 members Mstep: Class 80 contains 958 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15454 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3238 members Mstep: Class 88 contains 2621 members Mstep: Class 89 contains 5123 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685278.000000 Penalty: 42461.429688 Iteration 253Q: 100 clusters Score -1.868528e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21011 members Mstep: Class 5 contains 6432 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8771 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7001 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5717 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13280 members Mstep: Class 22 contains 2366 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1046 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3968 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5493 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2624 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4362 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3806 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 866 members Mstep: Class 59 contains 19126 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10370 members Mstep: Class 64 contains 3041 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8269 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22713 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22514 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1399 members Mstep: Class 80 contains 957 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15455 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3240 members Mstep: Class 88 contains 2621 members Mstep: Class 89 contains 5119 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -18685270.000000 Penalty: 42461.429688 Iteration 254Q: 100 clusters Score -1.868527e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3281 members Mstep: Class 4 contains 21010 members Mstep: Class 5 contains 6441 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8784 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7006 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5709 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13281 members Mstep: Class 22 contains 2367 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 640 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1045 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 796 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3970 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5479 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4368 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3807 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 895 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 866 members Mstep: Class 59 contains 19112 members Mstep: Class 60 contains 8029 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3040 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8271 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22715 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1122 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22510 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1399 members Mstep: Class 80 contains 957 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15454 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3241 members Mstep: Class 88 contains 2621 members Mstep: Class 89 contains 5115 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5214 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5291 members Entering Unmasked Estep ConsiderDeletion Score: -18685264.000000 Penalty: 42461.429688 Iteration 255Q: 100 clusters Score -1.868526e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6449 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8799 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7012 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5703 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13280 members Mstep: Class 22 contains 2367 members Mstep: Class 23 contains 2389 members Mstep: Class 24 contains 641 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1044 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5011 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3971 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5467 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4374 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3807 members Mstep: Class 50 contains 867 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 866 members Mstep: Class 59 contains 19097 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2912 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3040 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8272 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22716 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22506 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1399 members Mstep: Class 80 contains 957 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15455 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5114 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5213 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5292 members Entering Unmasked Estep ConsiderDeletion Score: -18685254.000000 Penalty: 42461.429688 Iteration 256Q: 100 clusters Score -1.868525e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6459 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8813 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7016 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5697 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13280 members Mstep: Class 22 contains 2368 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5009 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3971 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5457 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4380 members Mstep: Class 44 contains 11612 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6731 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3807 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 865 members Mstep: Class 59 contains 19083 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3041 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8273 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22716 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22504 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1399 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15454 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3242 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5109 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685306.000000 Penalty: 42461.429688 Iteration 257Q: 100 clusters Score -1.868531e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6474 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8828 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7020 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5696 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1818 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2369 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3971 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5445 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4380 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3806 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 864 members Mstep: Class 59 contains 19076 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22716 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22504 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15441 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5105 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5297 members Entering Unmasked Estep ConsiderDeletion Score: -18685280.000000 Penalty: 42461.429688 Iteration 258Q: 100 clusters Score -1.868528e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6490 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8834 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7021 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5693 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2371 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3971 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5438 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4380 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3805 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 864 members Mstep: Class 59 contains 19074 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22719 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22505 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15427 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5103 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5296 members Entering Unmasked Estep ConsiderDeletion Score: -18685272.000000 Penalty: 42461.429688 Iteration 259Q: 100 clusters Score -1.868527e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21009 members Mstep: Class 5 contains 6498 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8843 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7022 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5692 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2374 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3975 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5428 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4381 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3804 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 864 members Mstep: Class 59 contains 19066 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10368 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22504 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15423 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685280.000000 Penalty: 42461.429688 Iteration 260F: 100 clusters Score -1.868528e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21008 members Mstep: Class 5 contains 6508 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8851 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7024 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5691 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2376 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3977 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5425 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4382 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3801 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 863 members Mstep: Class 59 contains 19060 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22503 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15415 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2622 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685284.000000 Penalty: 42461.429688 Iteration 261Q: 100 clusters Score -1.868528e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21007 members Mstep: Class 5 contains 6522 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8860 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7023 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5691 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2378 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3979 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5417 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4379 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3798 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 863 members Mstep: Class 59 contains 19052 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22502 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15411 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685288.000000 Penalty: 42461.429688 Iteration 262Q: 100 clusters Score -1.868529e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6529 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8866 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7023 members Mstep: Class 14 contains 6795 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5692 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2380 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3979 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5415 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4381 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 392 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3797 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 863 members Mstep: Class 59 contains 19043 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22500 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15410 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1055 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685286.000000 Penalty: 42461.429688 Iteration 263Q: 100 clusters Score -1.868529e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6532 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8874 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7024 members Mstep: Class 14 contains 6794 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5693 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2381 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3979 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5410 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4383 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 393 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 863 members Mstep: Class 59 contains 19034 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15411 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685294.000000 Penalty: 42461.429688 Iteration 264Q: 100 clusters Score -1.868529e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6534 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8877 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7028 members Mstep: Class 14 contains 6794 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5694 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2381 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3979 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5409 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4386 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 394 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 19023 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15411 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3243 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 265Q: 100 clusters Score -1.868529e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6539 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8881 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7032 members Mstep: Class 14 contains 6793 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5692 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2380 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3979 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5406 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4389 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 395 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 861 members Mstep: Class 59 contains 19011 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1398 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15413 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3244 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685288.000000 Penalty: 42461.429688 Iteration 266Q: 100 clusters Score -1.868529e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6541 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8882 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5689 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2381 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3980 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5403 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4395 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 396 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 19002 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10367 members Mstep: Class 64 contains 3043 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1397 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15413 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3245 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1056 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685300.000000 Penalty: 42461.429688 Iteration 267Q: 100 clusters Score -1.86853e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6551 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8885 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7035 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5686 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13279 members Mstep: Class 22 contains 2381 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3982 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5400 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 397 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18998 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10366 members Mstep: Class 64 contains 3045 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1394 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15407 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3246 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1057 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685294.000000 Penalty: 42461.429688 Iteration 268Q: 100 clusters Score -1.868529e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6557 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8886 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7035 members Mstep: Class 14 contains 6789 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5687 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13278 members Mstep: Class 22 contains 2379 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5010 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5399 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 401 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18993 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10365 members Mstep: Class 64 contains 3046 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1392 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15405 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3247 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1057 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13454 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685254.000000 Penalty: 42461.429688 Iteration 269Q: 100 clusters Score -1.868525e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6564 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5685 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13275 members Mstep: Class 22 contains 2379 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 844 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5009 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 402 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3823 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18988 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10365 members Mstep: Class 64 contains 3047 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1389 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15403 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1057 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685270.000000 Penalty: 42461.429688 Iteration 270Q: 100 clusters Score -1.868527e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6575 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5681 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13273 members Mstep: Class 22 contains 2380 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5396 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18983 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10365 members Mstep: Class 64 contains 3048 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1387 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15398 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1058 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13455 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685286.000000 Penalty: 42461.429688 Iteration 271Q: 100 clusters Score -1.868529e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6577 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13271 members Mstep: Class 22 contains 2385 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18978 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3050 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1385 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15395 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13456 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685280.000000 Penalty: 42461.429688 Iteration 272Q: 100 clusters Score -1.868528e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6579 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13271 members Mstep: Class 22 contains 2387 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 846 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4401 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18975 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3051 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1383 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15392 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685286.000000 Penalty: 42461.429688 Iteration 273Q: 100 clusters Score -1.868529e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6583 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7036 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13269 members Mstep: Class 22 contains 2388 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4400 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18971 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3054 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1383 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15392 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 274Q: 100 clusters Score -1.868529e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6589 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7035 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5681 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13265 members Mstep: Class 22 contains 2389 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4400 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18968 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3058 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1382 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1415 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3250 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685284.000000 Penalty: 42461.429688 Iteration 275Q: 100 clusters Score -1.868528e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6590 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6790 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13263 members Mstep: Class 22 contains 2389 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4400 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18965 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3061 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1382 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685282.000000 Penalty: 42461.429688 Iteration 276Q: 100 clusters Score -1.868528e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6591 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13260 members Mstep: Class 22 contains 2389 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5008 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4400 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18964 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3064 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1381 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13457 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7958 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685274.000000 Penalty: 42461.429688 Iteration 277Q: 100 clusters Score -1.868527e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6593 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13260 members Mstep: Class 22 contains 2389 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18963 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3065 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1379 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13457 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7959 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685282.000000 Penalty: 42461.429688 Iteration 278Q: 100 clusters Score -1.868528e+07 nChanged 5 Won't try splitting - already at maximum number of clusters Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6594 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13259 members Mstep: Class 22 contains 2390 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18963 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3066 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1378 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15386 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13457 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7960 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685280.000000 Penalty: 42461.429688 Iteration 279Q: 100 clusters Score -1.868528e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6595 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13258 members Mstep: Class 22 contains 2390 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3796 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3825 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18963 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3067 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1377 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15385 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13457 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7961 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685278.000000 Penalty: 42461.429688 Iteration 280F: 100 clusters Score -1.868528e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 6597 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13256 members Mstep: Class 22 contains 2390 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4399 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18963 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3068 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1377 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15383 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3248 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7962 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685276.000000 Penalty: 42461.429688 Iteration 281Q: 100 clusters Score -1.868528e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21005 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13256 members Mstep: Class 22 contains 2391 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4398 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18962 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3069 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1376 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15383 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3248 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13458 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7963 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685270.000000 Penalty: 42461.429688 Iteration 282Q: 100 clusters Score -1.868527e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21003 members Mstep: Class 5 contains 6599 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7038 members Mstep: Class 14 contains 6791 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5683 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13253 members Mstep: Class 22 contains 2391 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18959 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3073 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1373 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15384 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3249 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13460 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7964 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685288.000000 Penalty: 42461.429688 Iteration 283Q: 100 clusters Score -1.868529e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21002 members Mstep: Class 5 contains 6599 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7040 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5683 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13249 members Mstep: Class 22 contains 2391 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2625 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18956 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3076 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1371 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15385 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3251 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7966 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 284Q: 100 clusters Score -1.868529e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21001 members Mstep: Class 5 contains 6599 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7040 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5682 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13248 members Mstep: Class 22 contains 2391 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18954 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3077 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1369 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15386 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3253 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1059 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7968 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685294.000000 Penalty: 42461.429688 Iteration 285Q: 100 clusters Score -1.868529e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21001 members Mstep: Class 5 contains 6600 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7040 members Mstep: Class 14 contains 6793 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5679 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13246 members Mstep: Class 22 contains 2391 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18953 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3078 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22500 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1369 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15386 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3254 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7968 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685302.000000 Penalty: 42461.429688 Iteration 286Q: 100 clusters Score -1.86853e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6599 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7041 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13245 members Mstep: Class 22 contains 2392 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18952 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3079 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1371 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15386 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3253 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685296.000000 Penalty: 42461.429688 Iteration 287Q: 100 clusters Score -1.86853e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8889 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7043 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13243 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18948 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3082 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1373 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3253 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 288Q: 100 clusters Score -1.868529e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13243 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3970 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3083 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22496 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1373 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3253 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 289Q: 100 clusters Score -1.868529e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13242 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3086 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1371 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3254 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 290Q: 100 clusters Score -1.868529e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13241 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3087 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2835 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1369 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3255 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685288.000000 Penalty: 42461.429688 Iteration 291Q: 100 clusters Score -1.868529e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13241 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3087 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1368 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3258 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685294.000000 Penalty: 42461.429688 Iteration 292Q: 100 clusters Score -1.868529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13241 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3795 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3087 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1367 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3259 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685292.000000 Penalty: 42461.429688 Iteration 293Q: 100 clusters Score -1.868529e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13241 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3794 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3088 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1367 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3259 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685296.000000 Penalty: 42461.429688 Iteration 294Q: 100 clusters Score -1.86853e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13240 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3794 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3089 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1366 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3260 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685294.000000 Penalty: 42461.429688 Iteration 295Q: 100 clusters Score -1.868529e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 21000 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6793 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13240 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5006 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3794 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3090 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22497 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1364 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3260 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685292.000000 Penalty: 42461.429688 Iteration 296Q: 100 clusters Score -1.868529e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 20999 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6793 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13238 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3794 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3090 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22498 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1362 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3263 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685304.000000 Penalty: 42461.429688 Iteration 297Q: 100 clusters Score -1.86853e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 20996 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6794 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13238 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3793 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3092 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1362 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3263 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 298Q: 100 clusters Score -1.868529e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1640 members Mstep: Class 3 contains 3280 members Mstep: Class 4 contains 20996 members Mstep: Class 5 contains 6598 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 5889 members Mstep: Class 9 contains 947 members Mstep: Class 10 contains 8888 members Mstep: Class 11 contains 8555 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 7044 members Mstep: Class 14 contains 6794 members Mstep: Class 15 contains 3345 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 5680 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1180 members Mstep: Class 20 contains 1817 members Mstep: Class 21 contains 13238 members Mstep: Class 22 contains 2393 members Mstep: Class 23 contains 2392 members Mstep: Class 24 contains 642 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 16913 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 1043 members Mstep: Class 29 contains 6024 members Mstep: Class 30 contains 439 members Mstep: Class 31 contains 509 members Mstep: Class 32 contains 5007 members Mstep: Class 33 contains 1177 members Mstep: Class 34 contains 797 members Mstep: Class 35 contains 225 members Mstep: Class 36 contains 3984 members Mstep: Class 37 contains 857 members Mstep: Class 38 contains 1811 members Mstep: Class 39 contains 5397 members Mstep: Class 40 contains 5323 members Mstep: Class 41 contains 2626 members Mstep: Class 42 contains 439 members Mstep: Class 43 contains 4397 members Mstep: Class 44 contains 11611 members Mstep: Class 45 contains 3247 members Mstep: Class 46 contains 403 members Mstep: Class 47 contains 6732 members Mstep: Class 48 contains 961 members Mstep: Class 49 contains 3793 members Mstep: Class 50 contains 868 members Mstep: Class 51 contains 1875 members Mstep: Class 52 contains 1285 members Mstep: Class 53 contains 3826 members Mstep: Class 54 contains 3969 members Mstep: Class 55 contains 894 members Mstep: Class 56 contains 1056 members Mstep: Class 57 contains 2039 members Mstep: Class 58 contains 862 members Mstep: Class 59 contains 18947 members Mstep: Class 60 contains 8030 members Mstep: Class 61 contains 2913 members Mstep: Class 62 contains 2323 members Mstep: Class 63 contains 10364 members Mstep: Class 64 contains 3092 members Mstep: Class 65 contains 461 members Mstep: Class 66 contains 8274 members Mstep: Class 67 contains 322 members Mstep: Class 68 contains 7302 members Mstep: Class 69 contains 2552 members Mstep: Class 70 contains 22722 members Mstep: Class 71 contains 2834 members Mstep: Class 72 contains 1121 members Mstep: Class 73 contains 128 members Mstep: Class 74 contains 2008 members Mstep: Class 75 contains 22499 members Mstep: Class 76 contains 17671 members Mstep: Class 77 contains 82 members Mstep: Class 78 contains 5315 members Mstep: Class 79 contains 1362 members Mstep: Class 80 contains 955 members Mstep: Class 81 contains 4722 members Mstep: Class 82 contains 2145 members Mstep: Class 83 contains 1414 members Mstep: Class 84 contains 661 members Mstep: Class 85 contains 15388 members Mstep: Class 86 contains 783 members Mstep: Class 87 contains 3263 members Mstep: Class 88 contains 2623 members Mstep: Class 89 contains 5101 members Mstep: Class 90 contains 1060 members Mstep: Class 91 contains 6169 members Mstep: Class 92 contains 13459 members Mstep: Class 93 contains 4567 members Mstep: Class 94 contains 1117 members Mstep: Class 95 contains 7969 members Mstep: Class 96 contains 3177 members Mstep: Class 97 contains 5212 members Mstep: Class 98 contains 595 members Mstep: Class 99 contains 5295 members Entering Unmasked Estep ConsiderDeletion Score: -18685290.000000 Penalty: 42461.429688 Iteration 299F: 100 clusters Score -1.868529e+07 nChanged 0 Won't try splitting - already at maximum number of clusters 21->100 Clusters: Score -18685290.000000, best is -18702994.000000 Main iterations: 623 (time per=5401.969506ms) Total iterations: 14748 (time per=228.195484ms) Iterations metric 2: 47935578112.000000 (time per=70.207289ns) Iterations metric 3: 479348391936.000000 (time per=7020.837158ps) That took 3365.427002 seconds.